{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import sys\n",
    "sys.path.append('../')\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "from porousmedialab.column import Column\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Simulation started:\n",
      "\t 2018-09-05 16:30:06\n",
      "\n",
      "\n",
      "Estimated time of the code execution:\n",
      "\t 0h:00m:07s\n",
      "Will finish approx.:\n",
      "\t 2018-09-05 16:30:14\n"
     ]
    }
   ],
   "source": [
    "w = 0.2\n",
    "t = 1\n",
    "dx = 0.2\n",
    "L = 25\n",
    "phi = 0.9\n",
    "dt = 1e-3\n",
    "\n",
    "sediment = Column(L, dx, t, dt, w)\n",
    "\n",
    "sediment.add_species(theta=phi, name='O2', D=368, init_conc=0, bc_top_value=0.231, bc_top_type='dirichlet', bc_bot_value=0, bc_bot_type='flux')\n",
    "sediment.add_species(theta=phi, name='NO3', D=359, init_conc=0, bc_top_value=1.5e-3, bc_top_type='dirichlet', bc_bot_value=0, bc_bot_type='flux')\n",
    "sediment.add_species(theta=phi, name='Mn2', D=220, init_conc=2e-3, bc_top_value=2e-3, bc_top_type='dirichlet', bc_bot_value=0, bc_bot_type='flux')\n",
    "sediment.add_species(theta=phi, name='Fe2', D=127, init_conc=0, bc_top_value=0, bc_top_type='dirichlet', bc_bot_value=0, bc_bot_type='flux')\n",
    "sediment.add_species(theta=phi, name='SO4', D=189, init_conc=15, bc_top_value=28, bc_top_type='dirichlet', bc_bot_value=0, bc_bot_type='flux')\n",
    "sediment.add_species(theta=phi, name='NH4', D=363, init_conc=22e-3, bc_top_value=22e-3, bc_top_type='dirichlet', bc_bot_value=0, bc_bot_type='flux')\n",
    "sediment.add_species(theta=phi, name='CH4', D=220, init_conc=0, bc_top_value=0, bc_top_type='dirichlet', bc_bot_value=0, bc_bot_type='flux')\n",
    "sediment.add_species(theta=phi, name='TIC', D=220, init_conc=0, bc_top_value=0, bc_top_type='dirichlet', bc_bot_value=0, bc_bot_type='flux')\n",
    "sediment.add_species(theta=phi, name='TIC', D=220, init_conc=0, bc_top_value=0, bc_top_type='dirichlet', bc_bot_value=0, bc_bot_type='flux')\n",
    "sediment.add_species(theta=phi, name='TRS', D=284, init_conc=0, bc_top_value=0, bc_top_type='dirichlet', bc_bot_value=0, bc_bot_type='flux')\n",
    "\n",
    "\n",
    "sediment.add_species(theta=1-phi, name='OM1', D=20, init_conc=15, bc_top_value=180, bc_top_type='flux', bc_bot_value=0, bc_bot_type='flux')\n",
    "sediment.add_species(theta=1-phi, name='OM2', D=20, init_conc=5, bc_top_value=40, bc_top_type='flux', bc_bot_value=0, bc_bot_type='flux')\n",
    "sediment.add_species(theta=1-phi, name='MnO2', D=20, init_conc=0, bc_top_value=40, bc_top_type='flux', bc_bot_value=0, bc_bot_type='flux')\n",
    "sediment.add_species(theta=1-phi, name='FeOH3', D=20, init_conc=0, bc_top_value=75, bc_top_type='flux', bc_bot_value=0, bc_bot_type='flux')\n",
    "sediment.add_species(theta=1-phi, name='MnCO3', D=20, init_conc=0, bc_top_value=0, bc_top_type='flux', bc_bot_value=0, bc_bot_type='flux')\n",
    "sediment.add_species(theta=1-phi, name='FeCO3', D=20, init_conc=0, bc_top_value=0, bc_top_type='flux', bc_bot_value=0, bc_bot_type='flux')\n",
    "sediment.add_species(theta=1-phi, name='adsFe', D=20, init_conc=0, bc_top_value=0, bc_top_type='flux', bc_bot_value=0, bc_bot_type='flux')\n",
    "sediment.add_species(theta=1-phi, name='adsMn', D=20, init_conc=0, bc_top_value=0, bc_top_type='flux', bc_bot_value=0, bc_bot_type='flux')\n",
    "sediment.add_species(theta=1-phi, name='adsNH4', D=20, init_conc=0, bc_top_value=0, bc_top_type='flux', bc_bot_value=0, bc_bot_type='flux')\n",
    "sediment.add_species(theta=1-phi, name='FeS', D=20, init_conc=0, bc_top_value=0, bc_top_type='flux', bc_bot_value=0, bc_bot_type='flux')\n",
    "\n",
    "\n",
    "sediment.constants['x1'] = 112\n",
    "sediment.constants['y1'] = 16\n",
    "sediment.constants['x2'] = 200\n",
    "sediment.constants['y2'] = 20\n",
    "sediment.constants['k_OM1'] = 1\n",
    "sediment.constants['k_OM2'] = 0.1\n",
    "sediment.constants['H'] = 10**(-7.5 + 3)\n",
    "sediment.constants['T'] = 5\n",
    "sediment.constants['F'] = 0.6\n",
    "sediment.constants['Km_O2'] = 20e-3\n",
    "sediment.constants['Km_NO3'] = 5e-3\n",
    "sediment.constants['Km_SO4'] = 1.6\n",
    "sediment.constants['Km_MnO2'] = 16\n",
    "sediment.constants['Km_FeOH3'] = 100\n",
    "sediment.constants['xMn'] = 1\n",
    "sediment.constants['xFe'] = 1\n",
    "sediment.constants['k7'] = 5e+6 * 1e-3\n",
    "sediment.constants['k8'] = 1.4e+5 * 1e-3\n",
    "sediment.constants['k9'] = 5e+7 * 1e-3\n",
    "sediment.constants['k10'] = 3e+6 * 1e-3\n",
    "sediment.constants['k11'] = 5e+6 * 1e-3\n",
    "sediment.constants['k12'] = 1.6e+5 * 1e-3\n",
    "sediment.constants['k13'] = 2e+4 * 1e-3\n",
    "sediment.constants['k14'] = 8e+3 * 1e-3\n",
    "sediment.constants['k15'] = 3e+5 * 1e-3\n",
    "sediment.constants['k16'] = 1e+10 * 1e-3\n",
    "sediment.constants['k17'] = 1e+4 * 1e-3\n",
    "sediment.constants['k21'] = 1e-4 * 1e+3\n",
    "sediment.constants['k21m'] = 2.5e-1\n",
    "sediment.constants['k22'] = 4.5e-4 * 1e+3\n",
    "sediment.constants['k22m'] = 2.5e-1\n",
    "sediment.constants['k23'] = 1.5e-5 * 1e+3\n",
    "sediment.constants['k23m'] = 1e-3\n",
    "sediment.constants['K_MnCO3'] = 10**(-8.5 + 6)\n",
    "sediment.constants['K_FeCO3'] = 10**(-8.4 + 6)\n",
    "sediment.constants['K_FeS'] = 10**(-2.2 + 3)\n",
    "\n",
    "sediment.rates['R1a'] = 'k_OM1 * OM1 * O2 /  (Km_O2 + O2)'\n",
    "sediment.rates['R1b'] = 'k_OM2 * OM2 * O2 /  (Km_O2 + O2)'\n",
    "sediment.rates['R2a'] = 'k_OM1 * OM1 * NO3 /  (Km_NO3 + NO3) * Km_O2 / (Km_O2 + O2)'\n",
    "sediment.rates['R2b'] = 'k_OM2 * OM2 * NO3 /  (Km_NO3 + NO3) * Km_O2 / (Km_O2 + O2)'\n",
    "sediment.rates['R3a'] = 'k_OM1 * OM1 * MnO2 /  (Km_MnO2 + MnO2) * Km_NO3 / (Km_NO3 + NO3) * Km_O2 / (Km_O2 + O2)'\n",
    "sediment.rates['R3b'] = 'k_OM2 * OM2 * MnO2 /  (Km_MnO2 + MnO2) * Km_NO3 / (Km_NO3 + NO3) * Km_O2 / (Km_O2 + O2)'\n",
    "sediment.rates['R4a'] = 'k_OM1 * OM1 * FeOH3 / (Km_FeOH3 + FeOH3) * Km_MnO2 / (Km_MnO2 + MnO2) * Km_NO3 / (Km_NO3 + NO3) * Km_O2 / (Km_O2 + O2)'\n",
    "sediment.rates['R4b'] = 'k_OM2 * OM2 * FeOH3 / (Km_FeOH3 + FeOH3) * Km_MnO2 / (Km_MnO2 + MnO2) * Km_NO3 / (Km_NO3 + NO3) * Km_O2 / (Km_O2 + O2)'\n",
    "sediment.rates['R5a'] = 'k_OM1 * OM1 * SO4 / (Km_SO4 + SO4 ) * Km_FeOH3 / (Km_FeOH3 + FeOH3) * Km_MnO2 / (Km_MnO2 + MnO2) * Km_NO3 / (Km_NO3 + NO3) * Km_O2 / (Km_O2 + O2)'\n",
    "sediment.rates['R5b'] = 'k_OM2 * OM2 * SO4 / (Km_SO4 + SO4 ) * Km_FeOH3 / (Km_FeOH3 + FeOH3) * Km_MnO2 / (Km_MnO2 + MnO2) * Km_NO3 / (Km_NO3 + NO3) * Km_O2 / (Km_O2 + O2)'\n",
    "sediment.rates['R6a'] = 'k_OM1 * OM1 * Km_SO4 / (Km_SO4 + SO4 ) * Km_FeOH3 / (Km_FeOH3 + FeOH3) * Km_MnO2 / (Km_MnO2 + MnO2) * Km_NO3 / (Km_NO3 + NO3) * Km_O2 / (Km_O2 + O2)'\n",
    "sediment.rates['R6b'] = 'k_OM2 * OM2 * Km_SO4 / (Km_SO4 + SO4 ) * Km_FeOH3 / (Km_FeOH3 + FeOH3) * Km_MnO2 / (Km_MnO2 + MnO2) * Km_NO3 / (Km_NO3 + NO3) * Km_O2 / (Km_O2 + O2)'\n",
    "sediment.rates['R7'] = 'k7 * O2 * adsMn'\n",
    "sediment.rates['R8'] = 'k8 * O2 * Fe2'\n",
    "sediment.rates['R9'] = 'k9 * O2 * adsFe'\n",
    "sediment.rates['R10'] = 'k10 * MnO2 * Fe2'\n",
    "sediment.rates['R11'] = 'k11 * NH4 * O2'\n",
    "sediment.rates['R12'] = 'k12 * TRS * O2'\n",
    "sediment.rates['R13'] = 'k13 * TRS * MnO2'\n",
    "sediment.rates['R14'] = 'k14 * TRS * FeOH3'\n",
    "sediment.rates['R15'] = 'k15 * FeS * O2'\n",
    "sediment.rates['R16'] = 'k16 * CH4 * O2'\n",
    "sediment.rates['R17'] = 'k17 * CH4 * SO4'\n",
    "sediment.rates['R21'] = 'k21 * (Mn2 * TIC / xMn / K_MnCO3  - 1)'\n",
    "sediment.rates['R21m'] = 'k21m * MnCO3 * (1 - Mn2 * TIC / xMn / K_MnCO3)'\n",
    "sediment.rates['R22'] = 'k22 * (Fe2 * TIC / xFe / K_FeCO3 - 1)'\n",
    "sediment.rates['R22m'] = 'k22m * FeCO3 * (1 - Fe2 * TIC / xFe / K_FeCO3)'\n",
    "sediment.rates['R23'] = 'k23 * (Fe2 * TRS / H / K_FeS - 1)'\n",
    "sediment.rates['R23m'] = 'k23m * FeS * (1 - Fe2 * TRS / H / K_FeS)'\n",
    "\n",
    "sediment.dcdt['O2'] = 'F * (  - (x1 + 2 * y1) / x1 * R1a - (x2 + 2 * y2) / x2 * R1b - R7 / 2 - R9 / 4 - 2 * R15) - ( R8 / 4 + 2 * R11 + 2 * R12 + 2 * R16)'\n",
    "sediment.dcdt['NO3'] = 'F * ( y1/x1 * R1a + y2/x2 * R1b -  (4 * x1 + 3 * y1) / 5 / x1 * R2a + (4 * x2 + 3 * y2) / 5 / x2 * R2b) + R11'\n",
    "sediment.dcdt['Mn2'] = 'F * ( 2 * (R3a + R3b) + R10 + R13  - xMn * R21 + xMn * R21m)'\n",
    "sediment.dcdt['Fe2'] = 'F * ( 4 * (R4a + R4b)- 2 * R10 + 2 * R14 + R15 - xFe * R22 + xFe * R22m) - R8'\n",
    "sediment.dcdt['SO4'] = 'F * ( - (R5a + R5b)/2 + R15 ) + R12 - R17'\n",
    "sediment.dcdt['NH4'] = 'F * y1/x1 * ( R1a + R2a + R3a + R4a + R5a + R6a ) + F * y2/x2 * (R1b + R2b + R3b + R4b + R5b + R6b) - R11'\n",
    "sediment.dcdt['CH4'] = 'F / 2 * (R6a + R6b)- R16 - R17'\n",
    "sediment.dcdt['adsMn'] = '-R7'\n",
    "sediment.dcdt['adsFe'] = '-R9'\n",
    "sediment.dcdt['adsNH4'] = '0'\n",
    "sediment.dcdt['OM1'] = '- (R1a + R2a + R3a + R4a + R5a + R6a)'\n",
    "sediment.dcdt['OM2'] = '- (R1b + R2b + R3b + R4b + R5b + R6b)'\n",
    "sediment.dcdt['MnO2'] = '-2 * (R3a + R3b) + R7 - R10 - R13'\n",
    "sediment.dcdt['FeOH3'] = '-4 * (R4a + R4b)+ R8 / F + R9 + 2 * R10 - 2 * R14'\n",
    "sediment.dcdt['MnCO3'] = 'xMn * ( R21 - R21m )'\n",
    "sediment.dcdt['FeCO3'] = 'xFe * ( R22 - R22m )'\n",
    "sediment.dcdt['FeS'] = '- R15 + R23 - R23m'\n",
    "sediment.dcdt['TIC'] = 'F *  (R1a + R2a + R3a + R4a + R5a + R6a/2 + R1b + R2b + R3b + R4b + R5b + R6b + R6b/2 - R21 + R21m - R22 + R22m) + R16 + R17'\n",
    "sediment.dcdt['TRS'] = 'F * ( (R5a + R5b)/2 - R13 - R14 - R23 + R23m) - R12 - R17'\n",
    "\n",
    "sediment.solve()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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IIclK0sD7MIpJkrPkobyjgusuLK7tbO4wKFdcoBzrJayd3rbiBAbyWTH+ckWI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\nwzAMIxcmJIZhGEYu/j/P6QQxqnuIyQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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hCpiZ7iz6GRdmpqYyfxq3I+N3WOfvcmaqs+NnqeHuBwMHANuAK8zsC2b2vNj2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\ngi+EEBOCBF8IISYECb4QQkwI/x8Hp7FBiQrvGwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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XEV7B3Y7gBy26u5YfEI1SV1YPo2f2UD6+Itl9kXnyZvdQ7IFtGK/+DD8pnqwM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\nSOSFEKLD/H+CuOX84ZErPAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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AnsBuZvaENvskItIWMzsa+ASwKtx0AvBOd98TWAk838zuD7wJ2AN4LnCSma1M\n1uXuTwSOBp4GXGNm7zWzh5ftS9sTWZcBb4g+mNl2wEp3v97d5wneVv/slvskItKI2dnZNWZ2RezP\n6xKHXA+8JPb5x8B9zKwDrAbmgCcB33P3Te5+B/Ar4HFp7bn7Ve7+RmAX4CrgZDM7v0xf+zLtY2YH\nAkckNh/g7l80s71i27YD7ox9/gPwsH70SUSkjk6nw4qpcg95zczMbHD3XbP2u/uXzWzH2KZfAh8B\njgPuAC4GXhb+HPkDsH1B0/cFHgo8ALiuTF/7Evzd/XTg9BKH3kmQ7SKrgdl+9ElEZAidCjzV3a81\ns0OBkwlmQArjopndkyBRvAbYgSDmPtfdS8XQgd7t4+53mtnmcJ7qBoL5LV3wFZFx8TsWZz/+H8E8\n/w+Bd5nZKoLrAH8F/DSl7PXA14G3uvsPqzY8DLd6HgKcAUwS3O3zgwH3R0SkLQcBZ5rZFmAzcLC7\n32pmpwGXEFyXfZu7b0wpex5wIfDzOg135udHax2Ma3/28/kdd3rUoLshIiPgumuuunLt2rWZc/Bl\nfOOSK+c/9ctyxx67Cz23V5aZ/RnwPOA5wD2AS4FvuPuvypQfhjN/ERGpyN1vB/4N+DczmwKeCrzB\nzB7h7n9bVF7BX0RkBJnZ0xKbtgJfLVtewV9EZDRdTHDR90fh52g503ngu0WFFfxFREbTrgSrIzwR\n+BbwOXe/sWxhBX8RkRydDqUf8gpmXtrh7lcBV4VPBz8TOD5cGuJr7v6vReWHcp1SEREpJ1wa5zLg\nPwli+kFlypU68w9XmDuc4HaiDjDv7lqGQURkQMxsGtiXYOrHCC72Hu7uXqZ82WmfQwjuJ721TidF\nRKRxvyV4KvgLwKcILvQ+xMwe4u4XFhUuG/w3uPtN9fsoIjKaOp0OK0u/yau9OX/g3PC/Dw//ROYJ\nnvzNlRv8Y++IXGFmFxAsGToP+e+GFBGRvrvA3c/M2mlmr8jbX3Tm74n/RkZrTQgRkeXnHeE7UdJ0\nCJbVrxf8o/dDmtmHwxcGEH7+LPDZ6n0VEZGGfJ5g/f4sX8grXDTtcyjBSwZ2MLOXEGSTDnBtxU6K\niIykiUr3+c/1tS9xvb7vvOjM/yPAR8zsWHd/d96xIiIyOsre7XO6mX2I4F7Sa4F3ufvv+9ctERHp\np7LB/0zgSwT3ku5BsIzoC/rVKRERKWZmuwB3AbcAbwG2ASe7+5+KypZe28fdPxb++BMz+7s6HRUR\nkWaY2UnAbgQvd/9v4McEL3v/BMFTv7nKBv/rzGx/4NvAWuB2M3skgLv/oka/RURGwkSnw+pVQ7kG\n5tPd/Slmdm/gGnd/AYCZfbtUUBKmAAAOc0lEQVRM4bKPrT2KYLGgM4AjgfsA/wqsq95fEZHxZWa7\nmdnFiW37mdnliW0TZnaemR2SUdWEmf2lu98FvCIsMwOsKtOPUunM3Z9hZtsDOwLXh42JiEgFZnY0\n8Crgj7FtTwAOZPFlLJETgR1yqvsn4Ctm9iR3/0G47WvASWX6UnZVz5cS3O8/BXzJzObd/cQyZUVE\nxsXs7OwaM7sitmm9u6+Pfb4eeAnBTTPRS9jfTbBq8sejg8zsZQQXb8/PasvdLyF4oUt8W/LVjpnK\nTmQdCeweduRE4IrwvyIiy9pEB1ZNJU/K083MzGxw912z9rv7l81sRwAzmwROJ4ivd0fHmNnOBBds\nXwb8c1Zd4dx+6lI77v7Mor6WDf7b3H1TeMY/b2Z/LC4iIiI51gKPAD5GME//6PB5qs3AAwlezbgj\nsNnMbnT35CgguhbQAT4DvLpK42WD/yVm9nngQWa2jsUXBouISA3u/kPgMQDhaOBMdz88foyZvR24\nNSXwE39pi5n9sexLXCKFwd/MHkewSPUTCeapZt39X6o0IiIiw6VoYbeXA8cQ3NJ5NPAQ4GAz+427\nf7WF/omIDNREp8Oq0i9zKebuNxJcQ83dFm5/e1Y9ZrYi9nEifK1jJyy3uagfRWf+hxE8SBC/Lekz\nBO+KVPAXERkcJ7jgG12Njh64nQcK37FeFPy3xAM/gLvfaWatvqtMRESWcveH9lK+KPhvy9je3BhI\nRERqCZ/BeiPBlPxvgA+7+9llyhYF/8eEd/nEdYBHV+6liIg0xsxeBfw98AbgBuCRwPvMbLW7f6qo\nfFHwz1q9U2v6iMhY6HRg1dRQTnYcDOzt7pvCzz8NV1y+gGD5/VxFb/L6Tu/9ExGRPtgSC/wAuPtd\nZa/JDmU6ExGRQpPhcs4LzGw1UOqFw0O5SLWIiBT6MHCOmR1DsGDcjsD7w+2FFPxFRHJMdGDVdLmF\n3drk7meZ2R3AOwju678FOM3dv1GmfOvB38xeDLzc3feLff4AcHN4yAm61iAiUszdLwQujL1v5Vdl\ny7Ya/M3sVOC5wNWxzWuBo939y232RURkOaj7vpW2L/heRnBPatxa4B/M7BIzO9nMNBUlIlJe9L6V\nDQTvWXlxmUJ9CbRmdiBwRGLzAe7+RTPbK7H9m8C5wK8Jnh84hJIXLERE+q3T6Qzrff6RrXXet9KX\n4O/upxO8oaaMT7r7LICZfRV4aT/6JCKyTF1a530rA01nZtYB/svMHhRuehZw5QC7JCIyUtz9WOCz\nBO8A/nd3f3OZcgMN/u4+DxxE8Ab67wD3JPYSYxERSWdmx8U+/sTd3+/uXy9bvvWLq+5+MXBx7POF\nwIVt90NEZMQ9k+ACL8AZ4efSdGeNiEiOCWDl5FBe8O1k/FyKgr+ISIvMbDfgve6+l5ntBHya4O1b\nPwUOdfdtZvZBYE+Cd6q82d2/l1LVfMbPpSj4i4i0xMyOBl4FRLdjfhA4zt0vDu/UeaGZ3QA8BdgN\n2Ak4k+B5qKS1ZnYZ4TtWYj/Pu/tTivqi4C8i0p7rgZcA/xZ+XgtEy9mcBzwHOAH4E7AS2A6Yy6jr\ncb10RMFfRCRHpwMrJ8rN+c/+bnaNmV0R27Te3ddHH9z9y2a2Y7z68K5HgD8A2wNbCKZ7rgs/H5zW\nlrvfVPpLpFDwFxFpyMzMzAZ337VCkfh70lcDs8CrgVsJ1kFbTfAQ1/fd/ZbmeqqXuYiIDNKPY0ve\n7AtcAvweuMvdtxKMBjYB92q6YZ35i4gMzpuBj5vZCuDnwNnh9j3CC7iTwBnu7k03rOAvIpKj0+mw\nYrLUmxGXTuJkcPcbCVbhxN1/ATw95bBDyvavLk37iIiMIQV/EZExpOAvIjKGFPxFRMaQLviKiOSY\nAFaUfMhrlCy/byQiIoUU/EVExpCCv4jIGNKcv4hIjuAhr+V3nrz8vpGIiBRS8BcRGUMK/iIiY0hz\n/iIiOToM7Qvce7L8vpGIiBRS8BcRGUMK/iIiY0jBX0RkDOmCr4hIjk6nw/QyXNhNwV9EpAVm9lrg\nteHHVcDjgf2Bo4A54LfAq939T230Z/mlMxGRIeTun3b3vdx9L+BK4E3Au4EXufvTgF8CB7XVHwV/\nEZEWmdmuwGPcfT2wl7vfFu6aAja21Q9N+4iI5OgAUxOdUsfOzs6uMbMrYpvWh0E+7ljgHQDu/t8A\nZvYS4BnA8T13uCQFfxGRhszMzGxw912z9pvZDGDu/u3YtiOAlwH7uLvO/EVElqGnARdFH8zsbcBa\n4NnufnebHdGcv4hIewy4AcDM7gecAPwFcJ6ZXWxmb2irIzrzFxHJ0enAxGS5Of/5gv3u/v7Yz7cB\nK3roWk905i8iMoZaO/M3s+2BzwHbEWS7I939cjPbHTgV2AJc6O7vaKtPIiLjqs0z/yOBi9z96QRP\nuX0k3L4O2A/YE9jNzJ7QYp9ERMZSm3P+pwCbYu1uNLPtgJXufj2AmV0APBv4cYv9EhEZO30J/mZ2\nIHBEYvMB7v4jM7s/wfTP4QRTQHfGjvkD8LB+9ElEpI7gIa9ykyRz/e1Ko/oS/N39dOD05HYzeyxw\nJnCUu38nPPNfHTtkNTDbjz6JiMii1ub8zezRwFnAfu5+HoC73wlsNrOHm1kHeC5wSVt9EhEZV23O\n+Z9EsIzpqWYGcIe7vxA4BDgDmCS42+cHLfZJRGQstRb8w0Cftv37wO5t9UNEpJJOh6mSD3mN0py/\nHvISERlDCv4iImNIwV9EZAwp+IuIjCGt6ikikqPKm7xGic78RUTGkIK/iMgYUvAXERlDmvMXEcnR\n6cBkyYe8RomCv4hIC8xsEvg4wXt85wmWtvltuG0HgiVuXh0tcd9vmvYREWnH3wC4+x7AccC7gPcB\nZ7j708Jtj2qrMwr+IiItcPdzgdeFHx9CsHz9HsCDzOw/gf2Bi9vqj4K/iEiO6GUuZf7Mzs6uMbMr\nYn9eF6/L3beY2WeAfyFYzXhH4Pfu/mzgN8AxbX0vzfmLiDRkZmZmg7vvmneMu7/GzI4BfkBw9v+1\ncNfXCaaCWqEzfxGRFpjZq8zsreHHPwHbgO8Czwu3PQ24tq3+6MxfRKQdXwE+ZWbfBaYJ3mN+NfAJ\nM3sDcAewX1udUfAXEWmBu/8R+LuUXXu33RdQ8BcRyVfhTV6jRHP+IiJjSMFfRGQMKfiLiIwhzfmL\niOTQy1xERGTZUPAXERlDCv4iImNIc/4iIjk6HXSfv4iILA8K/iIiY0jBX0RkDCn4i4iMIV3wFRHJ\nEb3Ja7lZft9IREQKKfiLiIwhBX8RkTGkOX8RkRydZfoyl9aCv5ltD3wO2A5YARzp7peb2YuBDwA3\nh4ee4O7faatfIiJtMLMJ4KPALsAm4CB3/9Wg+tPmmf+RwEXu/iEzM+ALwBOBtcDR7v7lFvsiItK2\nFwGr3P3JZrY7cDLwwkF1ps3gfwpBtova3Rj+vBZ4gpkdDvwQOMbdt7TYLxGRNuwJnA/g7t83s10H\n2Zm+BH8zOxA4IrH5AHf/kZndn2D65/Bw+zeBc4FfA+uAQ4APZ9W98e4/bbjumqtuar7XIrIMPaTX\nCjbe/acLrrvmqjVljr3ttttWmdkVsU3r3X19+PN2wB2xfVvNbGpQJ7ud+fn51hozs8cCZwJHuft5\n4bYZd58Nf34e8FJ3P7C1TomItMDMPgh8392/FH6+xd0fNKj+tHarp5k9GjgL2C8W+DvAf5lZ9Bfw\nLODKtvokItKi7wHPAwjn/K8ZZGfanPM/CVgFnBpc7+UOd3+hmR0EfMXM7gZ+Bny8xT6JiLTlHGBv\nM7uMYNWIAwbZmVanfUREZDjoCV8RkTGk4C8iMoYU/EVExpDW9mlB0WPdZnYE8Irw43+4+zva72U9\nZR5ZD4/5d+Cr7r6u/V7WU+L3ti9wAsHFuyuBQ9196C+ilfhebwb2A7YB73b3cwbSUekrnfm3Y+Gx\nbuAtBI91A2BmDwP2B54C7A48x8weN5Be1pP53WJOBHZotVfNyPu9rQbeD7zA3XcDbgRKPQg0BPK+\n1wxwGPBk4DnAhwbSQ+k7Bf92LHmsG4g/1n0zsI+7bw3PGqdZXPpiFOR9N8zsZQRnkOe337We5X23\npxDcp32ymV0C3Obu/9N+F2vJ+15/BG4C7hX+2dZ676QVCv7tSH2sG8Dd59x9g5l1zOwDwI/d/RcD\n6WU9md/NzHYmmD7450F0rAGZ343gLP8ZwDHAvsDhZvbIlvtXV973guCE5GfAVcBpbXZM2qPg3447\ngdWxzxPx9TzMbBVwRnjM/265b73K+26vBh4IfAt4LXCkme3Tbvd6kvfdbgd+5O63uvtdwHeBx7fd\nwZryvte+wAOAhwJ/CbzIzJ7Ucv+kBQr+7ch8rDtc4uKrwE/c/fXuvnUwXawt87u5+9Huvpu77wV8\nGvigu4/S9E/e4/hXATub2ZrwrHl3grPlUZD3vX4P3A1scveNwCww03oPpe/0hG8LYndXPI7Fx7qf\nB/wKmCR4t8H3Y0Xe6u6Xt93POvK+m7t/LXbc24FbR/Run9TvZmavAP4pPPxL7v7ewfS0mhLf6x3A\nPgTz/ZcSvG9DgWKZUfAXERlDmvYRERlDCv4iImNIwV9EZAwp+IuIjCEFfxGRMaSF3WRomdnJwFrg\n/sA9gRuAOeASd3/nIPsmMup0q6cMPTN7LfAod3/LoPsislzozF9GipntBRzi7q8ws18BlwGPBC4C\ntgeeBLi7v8rMHgysB+5B8NTq69z95sH0XGS4KPjLKNsReCbw38DvgN2AfwRuCJcm/gBwmrufZ2bP\nAt5DsHy2yNhT8JdRdru7/wbAzP7o7j8Lf74DWAU8FjjWzI4hWMZgbmA9FRkyuttHRlnRBavrgGPC\nheVeD5zV9x6JjAid+ctydhTwsXDJ7HsQvKFKRNDdPiIiY0nTPiIiY0jBX0RkDCn4i4iMIQV/EZEx\npOAvIjKGFPxFRMaQgr+IyBj6/wzXHroqm6gDAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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+qKfc4x1XLOuPnqtqyQfSh3iG+6hL/l679KGeEJX/NF3Br8lfDxyjqt+N7P4F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\nTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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M+I28DLtFMDZEtX9fiCjNDHzEO5LjppBFWlqf+PcqokWEf9jXJhlP3ryKbBrT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\nYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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cX5XW0zGgWuzQvBwD7VM7xJE71BM8NJO8G6e56CGc7CF8uoe40m/DzMyIfW8x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\nbhiGMSX8fy9qT3xq32q4AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Hg7SdUHeYm/XGxMTEyoi4rqJoraS15S+SpiLiAuBA4C/LIR8RewLHAM/vRrsGKuihcdhD\n/cCH+aFf3raT7cqjlWBvp30OdrMWtTBN8fj4+DpJuzVaR9JfRcRJwA8j4qnAy4G3AS+TdNei21vD\nwAU91A57oGHgl7erVh3+zeptRbdC3WFutvRExOuAx0k6A3iQ9KnOvwD+Glgt6Z5u1T2QQQ8Lwx4a\nBz5QNS3x5v0slgPdzIDLgE9FxHdJX2BxHPAp4NfAZREB8B1Jp3a64oENeqgd9rBwOKesOpBrBX8z\nHlM3s1okPQAcXFW8fRF1D3TQQ+2LrlC7d1+tWy9SbnVs3eFuZosx8EFf1qh3X9bOXTYttcEBb9Z/\nkoTSSJ15yvvEFhP0UD/s55Z3OPS7MYeMmVmrtqigh/pDOQvWqxHS9cK/E7dhOtzNrFu2uKAva9a7\nr7lNh6cqLrfDzKybttigh/y9+27WbWbWbVt00JcVHfgOebP+kSQJwyP9HZX93foO63bgO+DNrBcc\n9DU0mv9mMfsyM+sFB30Trcx/41A3s6XIQd8GB7rZlmMQxui784y/mZktGQ56M7MB56A3MxtwDnoz\nswHX31cYzMy6LYGhkaFet2JRehr0EZEAvwF+nhX9QNI/9LBJZmYDp9c9+icBN0h6RY/bYWbWVREx\nApwP7AgsA04jfY3gucAU8DPgKEkdfzFGr8foVwGPjYhvR8R/RPbSRDOzAXQYcLekvYB9gXOAU4F3\nS3oeafi/rBsVF9ajj4gjgeOrio8GzpB0aUQ8D7gQ+LOi2mRmVqBLgS9knxPSXvyNwPbZMPZyYLIb\nFRcW9JLOA86rLIuIrUkPFknfi4jHREQiqfh5g83MaiiVSoxtPZZr3YmJiZURcV1F0VpJawEk3Q8Q\nEctJA//twCzwL9nne4GrOtfyzXo9Rn8qcDfwzxGxM3CHQ97M+tX4+Pg6SbvVWx4Rjwe+BHxU0uci\n4n+BvST9V0QcDbyfdKSjo3od9GcCF0bEy0h79of3tjlmZt0REY8CrgCOkXRlVnwPsD77/Fvgud2o\nu6dBL+kPdOnig5nZEnMK8DDgHRHxjqzsjcDFETEFbMq+d1yve/RmZlsESccCx9ZY1JVefCUHvZlZ\nA0mSMDTc30/G9vo+ejMz6zIHvZnZgHPQm5kNOAe9mdmA88VYM7MGkgRG+nyaYvfozcwGnIPezGzA\nOejNzAacg97MbMD5YqyZWQNJkjA66ouxZma2hDnozcwGnIPezGzAOejNzAacL8aamTXgJ2PNzGzJ\nc4/ezKwAETECnA/sCCwDTpP01WzZocCbJT2nG3W7R29mVozDgLsl7QXsC5wDEBG7AkcCSbcqdtCb\nmRXjUqD8UvAEmIqIhwOnA8d1s2IP3ZiZNZAkCSMj+frEExMTKyPiuoqitZLWAki6HyAilgNfIA39\n84ATgA0dbXQVB72ZWYeMj4+vk7RbveUR8XjgS8BHgZ8DTwY+BowBT42ID0nqeO/eQW9mVoCIeBRw\nBXCMpCuz4qdly3YELu5GyIOD3sysKKcADwPeERHlsfr9JHV12AYc9GZmhZB0LHBsnWW/AvboVt0O\nejOzBvxkrJmZLXkOejOzAeegNzMbcA56M7MB54uxZmYNlEoJ22w90utmLIp79GZmA85Bb2Y24Bz0\nZmYDzkFvZjbgCr8YGxEHAq+SdGj2fQ/gbGAKuELSu4puk5lZPUmSMDrcuydjI+KaBosTYEbScxvt\no9Cgj4izgZcCN1UUnwscBPwS+FpE7CrpxiLbZWa2hCXAIQ2WXdRsB0X36K8Bvgy8CSAiVgDLJN2W\nfb8c2Adw0JuZpT4J/G+9WS4j4rBmO+hK0EfEkcDxVcVHSPp8RKyuKFsBrK/4fh/wxG60ycysTz0D\n+GlEXAF8XNJPKheWO8qNdCXoJZ1H+oqsZtYDyyu+LwcmutEmM7N+JOm4iHgrcABwekSMA+cDF0l6\nMM8+evpkrKT1EbEpIp5EOkb/UsAXY81sySglCctGkp62QdIk6XtmvxARjwH+Dvg1sDLP9kthCoQ1\nwGeBIdK7bn7Y4/aYmS05ETEGHAi8nnT048S82xYe9JKuAq6q+H4tXXyzipnZUhARI6RDLjsCy4DT\ngFuAfwVmgZuBoyXNVG23Gvgr4IWkLxZ/q6SbW6nbD0yZmRXjMOBuSXsB+wLnAB8A3p6VJaTj8NVO\nBb4J7CTpuFZDHpbG0I2Z2UCYmJhYGRHXVRStlbQ2+3wp6Tg7pKE+BawCvpOVfR14CWmvvdJ9wHOA\neyLiW5I2tdouB72ZWQNJQu4nY8fHx9dJ2q3WMkn3A0TEctLAfztwlqTZbJX7gO1qbPfnEfF44OXA\nhRExDVwJfE3S7/K0y0M3ZmYFyQL728BnJH0OqByPr3t7uaQ7JH1M0sHAG4A7gXfmrdc9ejOzAkTE\no4ArgGMkXZkV3xgRq7ObVPYjPQlUb1cv0HP15sFBb2ZWlFOAhwHviIh3ZGXHAh+OiFHgv9k8hl/p\nzaQ9/YuA35CO77ckV9BHxBuB44CtskpmJXmqAjOznCQdSxrs1V7QZNM/Ir1L5zXArsAXgS+Ux/zz\nyNujXwPsD/w+747NzAZBkiQsG8l7OXO64/VLmgL+Hfj3iNgW+AvgcxHxoKR6s1rOkzfo10m6vc12\nmplZZ6wCngvsQHpvfS4Ngz4iTs8+jmZTCN9A+gQXkk5pr51mZpZXRDybdD76FwM/AD4HrKm4LbOp\nZj16Vf23LHcFZma2KNeSXqj9BrCJ9KGql0RE7g53w6CXdAFARJwj6ZhyeUR8Gvh0u602M7Pcjljs\nDpoN3RxN+vTWwyLiL0jvuEmA/1psxWZm/aDUwpOxMNmNJvyppJPrLYyIMxsth+Y9+n8B/iUiTpF0\neqN1zcysK46IiCfUWZYAewPtB32F8yLiQ0CQ9ubfI+kPuZtpZmbtOrjJ8nOb7SBv0F8MXAJ8ivTW\nns+QTrBjZmZdJOk7zddqLPcUCJI+ln38SUQ0O8OYmdkSkTfob42I15JOuLMKuDsidgKQ9LNuNc7M\nrNdKScLysf6eFixv65+S/TmqouzjpPfTv7DTjTIzs1REPBk4E9gAvEvSz7Pyj0n6mzz7yBX0kvaO\niO1I33V4WyuT6ZiZ2aKsBc4ARoAvR8Rhkm4k7Xznknf2yoNI76cfBi6JiFlJp7XRYDMza5GkKwAi\n4hfAZRGxLy3MUJB3SrYTgD2AdaRvLj+wxXaamVl7piLiFRExJEnAMaSzWT467w7yBv2MpIdI56Gf\nBR5ova1mZv2nlMDYcJLrT5e8ATiI7H2ykr5N+n6Q3C8Jz3sx9uqI+BzwuIg4F/hxiw01MzMgInYH\n3itpdUQ8EvgE6ZunhoDXS7qtcn1JdwCHR8QOEfF04NdZ2O+St86mQR8RzySdTf9ZpA9KTUj6SN4K\nzMwsFREnAq9j86jIPwOflXRJROxNeoH1tqpttiV9jeDDgV8BfxIRdwGvkbQ+T70Nh24i4lXA+cDt\nwImk7y18Y0QckPO4zMxss9tI3xBV9lzSkZL/B7wWuKrGNmcCl0raU9Khkp4NfAl4X95Km/XojwVe\nIGluTD4iLgC+kv0xMxtopSRhLOerBCcmJlZGxHUVRWslrS1/kfTFiNixYvmOwB8k7RMR7wROAt5Z\ntdudK6eJz/bzyYg4Mu8xNAv6qcqQzypYHxGdfzGimVmfGx8fXydptxY2uRv4avb534D31Fin3tzH\nU3kraXaammlzOzMza+57wP7Z5+dT+10f90TEvJNH9v2evJU069E/LbvbplICPDVvBWZmVtffA5+M\niL8B7gUOrbHOW4CvRsRVpGP8fwzsA7wibyXNgr7eLJVN5z82M7OFJP2K9AFUJN1O+tLvhutnLwh/\nGfBE4EfA26qH1Rtp9oapRc+DbGbWz5IExoZ7O1otaWNEXAb8GTAGrMpeDv7dPNv399ybZmZbji8C\njwB+k32fBRz0ZmYD5NGS9mxnQ989Y2bWH26NiMe0s2HhPfqIOBB4laRDK76fBdyRrXKqrw2YmS2w\nF/DrbPoDSCeZzBX8hQZ9RJwNvBS4qaJ4FXCipC8W2RYzszxKCYyNdG1mytwkPbndbYvu0V8DfBl4\nU0XZKmDXiDiO9LahkyTlfuLLzGyQRcT59ZZJekOefXQl6LM5GI6vKj5C0ucjYnVV+TdJw/9/SO/P\nXwOc0412mZn1od2ArYELSTvLLf/zoitBL+k84Lycq58vaQIgIr5COsG+mZkBkp6ZzUN/GHAy6S2V\nF0r6Rd599PSum4hIgP+MiMdlRS8Cru9hk8zMlhxJN0s6WdILgW8BZ0TEtXm37+l99JJmI+Io0pfd\nbgBuIX3bipnZkpAkSc+fjAWIiOWkc9m/BtiGdCgnl8KDXtJVVEyun73d/Iqi22Fm1g8i4mDgEGAH\n0qdj12Tz5eTmJ2PNzJa2i4FbgZ8AzwBOjwgAys8jNeOgNzNb2vZe7A4c9GZmS1gnZgpw0JuZNTCU\nwIrRnFFZ7518Pdb7S8lmZtZV7tGbmRUoInYH3itpdUTsAnwEmAYeAl4v6c5O1+kevZlZQSLiROCT\npG+JAjgbeLOk1cBlwEndqNdBb2ZWnNtIH3oqO0RSeTbfYWBjNyr10I2ZWQNJkjA6NJRr3Yl7JlZG\nxHUVRWslrS1/kfTFiNix4vvvACJiT+AY4PkdaXQVB72ZWYeMj4+vk7RbK9tExKuBtwEvk3RXs/Xb\n4aA3M+uRiDiM9P0cqyXd0616PEZvZtYDETEEfBhYTjqx41UR8a5u1OUevZlZgbIJyfbIvm5fRJ0O\nejOzBkrAaKm/Bz/6u/VmZtaUg97MbMA56M3MBpyD3sxswPlirJlZA+mTsf3dJ+7v1puZWVMOejOz\nAeegNzMbcA56M7MB54uxZmYNJMAyX4w1M7OlzEFvZjbgHPRmZgPOQW9mNuB8MdbMrIEkSRjxNMVm\nZraUuUdvZlaAiBgBLgB2BKaBN0q6tYi63aM3MyvG/sCwpD2BdwPvKapi9+jNzDpkYmJiZURcV1G0\nVtLa7PPPgOGIKAErgMmi2uWgNzNrIAGGS0mudcfHx9dJ2q3O4vtJh21uBVYCL+9E+/Lw0I2ZWTGO\nBy6XtBOwM3BBRIwVUbF79GZmxfgDm4dr7gFGgKEiKi4s6CNiO+BC0rGpUeAEST+IiD2As4Ep4ApJ\n7yqqTWZmBfogcH5EXE2agadIeqCIiovs0Z8AXCnpQxERwEXAs4BzgYOAXwJfi4hdJd1YYLvMzLpO\n0v3Awb2ou8ig/yDwUEW9GyNiBbBM0m0AEXE5sA/goDezJaGUwPBIvhGWwm6jaVFXgj4ijiS98FDp\nCEk/johHkw7hHEc6jLO+Yp37gCd2o01mZluqrgS9pPOA86rLI+IZwMXAWyR9J+vRL69YZTkw0Y02\nmZltqQq7vTIingpcChwq6esAktYDmyLiSRGRAC8Fri6qTWZmW4Iix+jPAMaAs9Nrsdwr6QBgDfBZ\n0tuMrpD0wwLbZGY28AoL+izUa5VfC+xRVDvMzFqSJAwP5XsydqlejPWTsWZmA85Bb2Y24Bz0ZmYD\nzkFvZjbgPKmZmVkDrUxTvFS5R29mNuAc9GZmA85Bb2Y24Bz0ZmYDzhdjzcwaSBIYyvlk7FLloDcz\nK1BEPBK4HnixpFuLqNNDN2ZmBYmIEeDjwIYi63XQm5kV5yzS16f+tshKHfRmZh0yMTGxMiKuq/jz\n1+VlEXE4cJeky4tul8fozcwaSJ+MzdcnHh8fXydptzqL3wDMRsQ+wC7ApyPizyX9vjMtrc9Bb2ZW\nAEnPL3+OiKuANUWEPHjoxsxs4LlHb2ZWMEmri6zPPXozswHnHr2ZWSMtvDN2qXKP3sxswDnozcwG\nnIPezGzAeYzezKyBUgJjI/3dJ+7v1puZWVMOejOzAeegNzMbcA56M7MB54uxZmYNtDJ75VLV3603\nM7OmHPRmZgPOQW9mNuAc9GZmA84XY83MGkg8e6WZmS11hfXoI2I74EJgBTAKnCDpBxFxIHAWcEe2\n6qmSvlNUu8zMihARJeCjwM7AQ8BRkn5RRN1FDt2cAFwp6UMREcBFwLOAVcCJkr5YYFvMzIr2SmBM\n0nMiYg/g/cABRVRcZNB/kPQsVq53Y/Z5FbBrRBwH/Ag4SdJUge0yMyvC84BvAEi6NiJ2K6rirgR9\nRBwJHF9VfISkH0fEo0mHcI7Lyr8JfBn4H+BcYA1wTr19b9zw4Lpbf3rD7Z1vtZkNoB0Wu4ONGx68\n/Naf3rAyz7p33nnnWERcV1FOov8KAAAD8klEQVS0VtLa7PMK4N6KZdMRMVxExzaZnZ3tdh1zIuIZ\nwMXAWyR9PSsblzSRfd4fOEjSkYU1ysysABHxAeBaSZdk338j6XFF1F3YXTcR8VTgUuDQipBPgP+M\niPLBvgi4vqg2mZkV6PvA/gDZGP1Pi6q4yDH6M4Ax4Oz0Wiz3SjogIo4CLouIDcAtwCcKbJOZWVG+\nBLw4Iq4hnSvtiKIqLnToxszMiucHpszMBpyD3sxswDnozcwGnCc1K0CzR58j4njgkOzrf0h6V/Gt\nbE+ex7qzdb4GfEXSucW3sj05/r/tB5xKemHteuBoSUv+oleO4/p74FBgBjhd0pd60lDrGPfoizH3\n6DNwMumjzwBExBOB1wJ7AnsAL4mIZ/akle2pe2wVTgMeVmirOqPR/7flwPuAl0vaHfgVkOuhmiWg\n0XGNA8cCzwFeAnyoJy20jnLQF2Peo89A5aPPdwD7SprOeoMjbJ4eoh80OjYi4i9Je4bfKL5pi9bo\n2PYkvQ/6/RFxNXCnpLuKb2JbGh3XA8DtwDbZn5nCW2cd56AvRs1HnwEkTUpaFxFJRJwF3CjpZz1p\nZXvqHltEPJ10COCdvWhYB9Q9NtLe+97AScB+wHERsVPB7WtXo+OCtPNxC3AD8OEiG2bd4aAvxnpg\necX3UuX8FhExBnw2W+dvC27bYjU6ttcDjwW+BRwOnBAR+xbbvEVpdGx3Az+W9HtJ9wPfBXYpuoFt\nanRc+wF/BPwx8ATglRHx7ILbZx3moC9G3Uefs2kgvgL8RNKbJE33poltq3tskk6UtLuk1cC/Ah+Q\n1E9DOI0eWb8BeHpErMx6w3uQ9oL7QaPj+gOwAXhI0kZgAhgvvIXWUX4ytgAVdzk8k82PPu8P/AIY\nIp2b/9qKTf5B0g+Kbmc7Gh2bpK9WrPePwO/79K6bmscWEYcAb81Wv0TSe3vT0tbkOK53AfuSjs9/\nj/R9EQ6KPuagNzMbcB66MTMbcA56M7MB56A3MxtwDnozswHnoDczG3Ce1MyWrIh4P7AKeDSwNfBL\nYBK4WtK7e9k2s37i2yttyYuIw4GnSDq5120x60fu0VtfiYjVwBpJh0TEL4BrgJ2AK4HtgGcDkvS6\niHg8sBbYivRpz7+WdEdvWm7WOw5662c7Ai8EfgfcA+wOvBn4ZTbd7lnAhyV9PSJeBJxJOiW02RbF\nQW/97G5JvwaIiAck3ZJ9vhcYA54BnBIRJ5E+6j/Zs5aa9ZDvurF+1uwC063ASdmkam8CLu16i8yW\nIPfobZC9BfhYNg30VqRvTjLb4viuGzOzAeehGzOzAeegNzMbcA56M7MB56A3MxtwDnozswHnoDcz\nG3AOejOzAfd/wyug76YpBpQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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IkUNomyCkuU5oIZiemk7VLhM9mLdgXqqmS5cuXWdmuw44vQRYn/i+RdJ8M5sm8hJeAewC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\nGZMMmtiydgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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DiEgNsRi0aOE9ERGRGeg5mNkfA+9y9/eG71cBVwOjwN3u/slmt0lEZLqZWRy4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\nfNC+hFhyIAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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cLenciAjgalKX6WLgcNIG2rdGxG6SHmtgXGZmddHR0bFc0tR+ilcCE3Lfi1li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\nHMzMrIyTg5mZlXFyMDOzMv8f02bERcr98IYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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WiEhnFAw950J3P6zZm2bW9nbQXZ0EdPdNwFYze6yZ1QhPqt/YzT6JSDatjjEM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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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zCOAC4FrgRnf/bs3+CNGTcRQCWCoGwyYIdeLuXyaUaq4FvgQc6e4b+jT3RmBX\n4Mdm9iEz+5O8Biq/1dPdVwOrY9+vAXar2g8himLYFiWLZhhLRXmYaLVYNl2MyLv7sV2O30qOOOju\n3wf+0cxmgJcBp5jZI4Cz3f38LDYk20IUzLhmBW2UHVSHu69194uAw4FrgI9k7asnfIUokXHPCtqM\nenZQB9FMf3/gYMKdk+cQ7ibKhIK/EBUyjncQJTGMt5k2CTP7FPA84IvAce6e+9koBX8hakJZwWKU\nHeTiSuAN7v5gvwYU/IVoCMoKFtOU7KDVIvNDXtDvzTu52RL4pJn9DrgC+Iq735vHgIK/EA1EWUEy\nTRGEunH3DwEfirbIeQFwspltBVzj7u/NYiNT8Dez1xD2nngE4XHije6ubRiEqAiJQXfGWRCiB2Uv\nAi6KHpTdNWvfrDP/I4AXAb/O754QomhUIkpn1G8vNbNfAJ1/+FZ0LNPEPGvwv9vdb8vhmxCiIpQV\nlEur1WJZ5jd5VVbz/xKwEvgqcD5we14DqcHfzN4TfZyJtlu+gUht3P2EvIMJIcpHYjD6uPs/mtkE\nsC/wL4QdPL8AfAZ4OIuNXjN/7/hvG/1rEmJIkBiMJu4+D1wGXBYt9p5OeMJ3syz9U4O/u38KwMw+\n5u5vaB83s/OA8/p1WghRHxKD0SCa+e8D/C3wdOBSYJes/XuVfY4E3gY8ysz+irCg0AJ+0q/DQohm\nITFIZyLXff7rSvWljZmdBuxB2CRzlbt/J6+NXjP/jwMfN7MT3P09aW2FEKOBxGAoOILwcpj9gf3N\nbCObbsN/XBYDWe/2OdvMPgwYYdb/bne/rw+HhRBDhsSgkTw6LQab2ay7p74VMWvw/zRhFfmThDfP\n/xvhPZRCiDFDYtAIPm9m+9D9Hb5fAPZKM5B5ewd3Pz36+AMz+5us/YQQo43EoBa2J9yF2Rn8NyYc\nSyRr8L/ZzA4CvgmsAO4xs6cAuPstGW0IIcaAURODiVaLzZc3axs0d99+UBtZr2iH6Ofw2LFPEFTm\neYM6IYQYXUZNDAbBzG4AHoi+/oLwdO67CLcJ/S9wsLv/rgpfMgV/d3+umW1JSDV+5u6/KdUrIcTI\nMq5iYGbLgZa77xU75sAe7n6nmZ1EmGBnfhXjIGTd1XN/wv3+U8BnzGyju7+rVM+EEGPBKInB3Nzc\n1mZ2XezQKndfFX3eGdjMzK4gxNITgL3c/c7o/BSwJutY0YR8XTxTMLPtsu7DlrXscwzhzfKXEVKU\n66L/CiFEoSS9+L5OQZhowfKpTGuozM7O3u3uK7uc/h1wMnAW8MeEJ3INIHqI9rmEfXp6YmaHA8cB\nE2b2CXd/f3Tqk2QsxWfdqm4AKOx5AAANi0lEQVTe3R8mPECwEfhtxn5CCDEwU5OtRT9Dyi3A+e6+\nMbpR5h7gsWZ2NPBmYD93zzrzfw3wp8CfAE83s/ZGm5l/OVln/leZ2b8DTzCzM4DvZR1ACCGKZkhL\nRa8GdgJeb2aPA7aIju0M7O3uD+WwtcHd1wKY2cGEzd2S9vjvSs/gb2ZPI2xS/WeEh7vm3P2jOZwU\nQohSaVqpqAtnA+ea2bcIQfp1hP34bwAuNTOAC2PPVKXxbTO7GHi1u99vZq8Avgb8UVZnem3s9gpC\nXekM4FhgO+A1Zna7u1+SdRAhhKiaospDE60WyzO/zKU70Uz9wI7DM33aequZ7QU8FH2/z8yeRdjz\nJxO9Zv5vAvZ094Uav5l9Crgk+hFCCFExUakH4A+jjKHNvVlt9Ar+6+OBH8ILg82ssneVCSGEWMJZ\nwG2E1zmuYdNCb2E1//kux0f77chCCNFsHg8cQNhg83bgAndfncdAr+D/p9FdPnFawI55BhFCCFEc\n7n4X8FHgo2b2JOCg6HbP6939+Cw2egX/brt3npHdTSGEGF5aLVg+1ehixwbC3kBbAE/O2qnXm7yu\nHNApIYQQBWNm2xAm539DeOj2P4B93f2B1I4xGi1nQgghEvkVm54T+BzhltEDzOy1WQ00a5NqIYQQ\nWXgXm+7s2aYfAwr+QgiRwkQLlk83az8hd387hF08CQ/f3u7ut+axUXnwN7O/BF7h7gfGvp8M/DJq\ncqLWGoQQojtm9khCnf/RwK3Ak83sLuBvs9b9Kw3+ZnYq8ALg+7HDK4Bj3f3iKn0RQogh5r3ARe5+\nXvtAtM3zBwhrAT2pesH3O8A/dBxbAbzazK4ys1PMTKUoIYRIZ+d44Adw97OAp2U1UEqgNbPDgKM7\nDh/q7hdGmxHF+SrwBcL7LM8gbEz0sTL8EkKIvLRarSbe57+uy/H1WQ2UEvzd/WzC9qVZOMfd5wDM\n7BJg/zJ8EkKIEeJeM1vp7guvjDSzlRS4sVupmFkL+KGZ7e7uvwKeD1xfp09CCDEEvAX4opmtBn5G\n2Md/b+ClWQ3UmstEr4Q8HPicmV0JbAacWadPQgjRdKLbOncBriQ84HUtsKu7/yKrjcpn/tHOc6tj\n368ArqjaDyGEGGai9/32fZek7qwRQogUJoBlk41b8B0YBX8hhKgQM3sMYW1zH8LdOecStmr4MXCk\nu3d7j0qhjJ6cCSFEQzGzaeATRO/eBT4IvM3dn0N4V8rLqvJFwV8IIarjZMLzTHdE31cQFm0BLiXc\nsVMJKvsIIUQKrRYsm8g2T567d25rM7sudmiVu68CMLNDgLvc/XIza79tqxXd9QjwILBlQW73RMFf\nCCEKYnZ29m53X9nl9KuBjWa2N/B04DzgMbHzmwNzJbu4gMo+QghRAe6+h7vv6e57ETa3PBi4NLbl\nzQuBq6ryRzN/IYSojzcDZ5rZDPBfwGerGljBXwghUmi1WsxMTmZrnPEmzWj232bPvD4Vgco+Qggx\nhij4CyHEGKLgL4QQY4iCvxBCjCFa8BVCiBQmgJmMD3kNE6N3RUIIIXqi4C+EEGOIgr8QQowhqvkL\nIUQK4SGv0Zsnj94VCSGE6ImCvxBCjCEK/kIIMYao5i+EECm0GM0XuI/eFQkhhOiJgr8QQowhCv5C\nCDGGKPgLIcQYogVfIYRIodVqMT2CG7sp+AshRAWY2TRwDrA9sAx4F3A7cAawHrgFONzdM74McjBG\nT86EEKKZ/B1wj7s/B9gP+BhwIvBOd382QRBeXJUzmvkLIUQ1XAR8NvrcIsz2bwS2MrMWsDmwripn\nFPyFECKFFjA10crUdm5ubmszuy52aJW7rwJw998AmNnmBBF4G7AR+Hj0+X5gdWGO90DBXwghCmJ2\ndvZud1/Z7byZbQt8HjjN3f/dzP4XeI67/8TMjgROAY6swlfV/IUQogLM7A+AK4Dj3P2c6PC9wAPR\n5zuAR1Xlj2b+QghRDScQgvu/mNm/RMdeA3zazNYDa6PvlaDgL4QQKbRaMDGZrea/MeWcu78JeFPC\nqWf149egqOwjhBBjSGUzfzPbEjgf2AKYAY5x96vNbDfgVMJtT1e4+zuq8kkIIcaVKmf+xwBfd/c9\ngUMItzdBeLrtQODZwK5m9owKfRJCiLGkypr/h4CHY+OuMbMtgGXu/jMAM7sc2Jvw4IMQQoiSKCX4\nm9lhwNEdhw919++Z2TaE8s9RhBLQA7E2DwJPLMMnIYToh/CQV7YiSWWP5xZAKcHf3c8Gzu48bmY7\nAZ8G3uLuV0Yz/81jTTYH5srwSQghxCYqq/mb2Y6EvS0OdPdLAdz9AWCtmT0p2tviBcBVVfkkhBDj\nSpU1/5OA5cCpZgZwv7u/DDgCuACYJNzt890KfRJCiLGksuAfBfqk49cAu1XlhxBC5KLVYirjQ17D\nVPPXQ15CCDGGKPgLIcQYouAvhBBjiIK/EEKMIdrVUwghUsjzJq9hQjN/IYQYQxT8hRBiDFHwF0KI\nMUQ1fyGESKHVgsmMD3kNEwr+QghRIWa2K/A+d9/LzB4DnEl4t+8kcHB7i/uyUdlHCCEqwsyOBc4i\n7HMG8H7gAnffA3gbsENVvij4CyFEdfwM+KvY92cBTzCzrwEHAaurckTBXwghUmi/zCXLz9zc3NZm\ndl3s57VxW+5+MYv3f9seuM/d9wZuB46r6rpU8xdCiIKYnZ29291X5uhyD/DF6POXgHcX71UymvkL\nIUR9fAt4UfR5D+AnVQ2smb8QQtTHm4GzzOwfgPuBA6saWMFfCCEqxN1vJXqBlbvfBuxThx8K/kII\nkUaON3kNE6r5CyHEGKLgL4QQY4iCvxBCjCGq+QshRAp6mYsQQoiRQcFfCCHGEAV/IYQYQ1TzF0KI\nFFotdJ+/EEKI0UDBXwghxhAFfyGEGEMU/IUQYgzRgq8QQqTQfpPXqDF6VySEEKInCv5CCDGGKPgL\nIcQYopq/EEKk0BrRl7lUFvzNbEvgfGALYAY4xt2vNrO/BE4Gfhk1PdHdr6zKLyGEqBIzewxwPbCP\nu99clx9VzvyPAb7u7h82MwP+A/gzYAVwrLtfXKEvQghROWY2DXwCeKhuX6oM/h8CHo6Nuyb6vAJ4\nhpkdBVwLHOfu6yv0SwghquJk4Azg+LodKSX4m9lhwNEdhw919++Z2TaE8s9R0fGvAl8AfkH4pRwB\nfKyb7TUP/e7um390w23Fey2EGEG2G9TAmod+d/nNP7ph6yxt77zzzuVmdl3s0Cp3XwVgZocAd7n7\n5WZWe/Bvbdy4sbLBzGwn4NPAW9z90ujYrLvPRZ9fBOzv7odV5pQQQlSAmf0nsDH6eTpwC/AX7v7r\nOvypcsF3R+Ai4JXu/oPoWAv4oZnt7u6/Ap5PWAgRQoiRwt33aH82s9XAEXUFfqi25n8SsBw4Naz3\ncr+7v8zMDgc+Z2YPATcBZ1bokxBCjCWVln2EEEI0Az3hK4QQY4iCvxBCjCEK/kIIMYZob58KMLMJ\n4DRgZ8KDboe7+09j548GDoi+fsXd31G9l/3R69pibf4vcIm7n1G9l/2R4e/2QuBEwpbv1wNHunvj\nF9EyXNebgQOBeeA97v75WhwVpaKZfzW8HFju7s8E/gk4pX3CzJ4IHATsDuwG7GtmT6vFy/7oem0x\n3gU8qlKviiHt77Y58AHgJe6+K3ArkOlBoAaQdl2zwJuAZwL7Ah+uxUNROgr+1fBs4DIAd78GWBk7\n90tgP3ffEM0ap9m09cUwkHZtmNlfE2aQl1Xv2sCkXdvuwI+AU8zsKuBOd7+rehf7Iu26fgvcBvxe\n9DNfuXeiEhT8q2EL4P7Y9w1mNgXg7uvc/W4za5nZycCN7n5LLV72R9drM7OnEsoH/1qHYwXQ9doI\ns/znAscBLwSOMrOnVOxfv6RdF4QJyU3ADcBHqnRMVIeCfzU8AGwe+z4R37zOzJYDF0RtXl+xb4OS\ndm0HA48HvgEcAhxjZvtV695ApF3bPcD33P3X7v4b4D8Jj+wPA2nX9ULgscAfAX8IvNzMdqnYP1EB\nCv7V8G3gRQBmthuhXED0vQVcAvzA3V/n7hvqcbFvul6bux/r7ru6+17AucAH3X2Yyj9dr40wK36q\nmW0dzZp3I8yWh4G067qPsN3ww+6+BpgDZiv3UJSOnvCtgNjdFU8j3BlyKOF/vp8Ck4R3G1wT63K8\nu19dtZ/9kHZt7v7FWLu3A78e0rt9Eq/NzA4A3ho1/4y7v68eT/OR4breAexHqPd/i/C+DQWKEUPB\nXwghxhCVfYQQYgxR8BdCiDFEwV8IIcYQBX8hhBhDFPyFEGIM0cZuorGY2SnACmAbYDPg58A64Cp3\nf2edvgkx7OhWT9F4zOwQYAd3/6e6fRFiVNDMXwwVZrYX4cXXB5jZT4HvAE8Bvg5sCewCuLv/vZlt\nC6wCHkF4avW17v7LejwXolko+IthZnvgecD/APcCuwJvBH4ebU18MvARd7/UzJ4PvJewfbYQY4+C\nvxhm7nH32wHM7LfuflP0+X5gObATcIKZHUfYxmBdbZ4K0TB0t48YZnotWN0MHBdtLPc64KLSPRJi\nSNDMX4wybwFOj7bMfgThDVVCCHS3jxBCjCUq+wghxBii4C+EEGOIgr8QQowhCv5CCDGGKPgLIcQY\nouAvhBBjiIK/EEKMIf8fqQgjBZhTaPIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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HTKc84hCRBwCXAyeq6hXBtkuAP1bV7wA/A8byn2FiROBzc9nwMXnGCyBbBu6Y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\nERiGYUw5/x/3FzW9hYRZGwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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CLgI+D7wc+ALwxnLNNEYx7MNfJbsfJ/uigqwj+dhH9oxrX9WAECoYQPE2+roq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\nTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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QdQxiywHaFT3cef6WSQJMFNNE50WQAt9ZSiGdAHyumUoM0J6oIbtetbmCuhA97HKdFkoC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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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OzKDH1uRI4AmVRjU2Wv27zQGOBl5teyuKq+Havemo01odVzewH7A18HLgMx2J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\nkggiImru/wF3vYj7jb2LxgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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zbW8HHAGc2FsgaUNgP4pJpeYBu0raoiNRDs+A19bkGGDdSqMaHa3+3WYBnwZe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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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rKCIixp9MMRERUXNJBBERNZdEEBFRc5lrqAKSuoCvUAyWPwzsY3t5U/lBwB7l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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sediment.plot_contourplots(days=False, last_year=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "sediment.reconstruct_rates()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/imarkelo/anaconda3/lib/python3.6/site-packages/matplotlib/pyplot.py:537: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  max_open_warning, RuntimeWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": 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kaT7wMdsLJf0ecDXQSzHl5gm2N0o6CziUolPvibbvGaxuv8PfRvGy+Tvlelv5Zy/wn1Xi\ny9DZERE1kXQK8Bmgoyy6CDjD9n4UN/DDyh7J+wPzgSOAywerO8Ap9qRoGewA3E/xFdJfVJ11DZIU\nIiLq9ABweNP6PKBvUpwlFJ13F1B8dNNr+yFguqTtB6n7HGVv5g8CbwLuAv5B0jckHVc1wDw+iogY\nwvRpbWzXWW3so+7uR+ZKurepaJHtRX0rtm+QtHPT9rZyNAcoOu/OoejUu6qpTl/5QHUHZLtX0p3A\nC4B3AsdQcZrOJIWIiDHS1dW10vaeI9il+Z1AX+fdwTr1DlT3OSTNAA6mGE9OFI+STrTtqgFVenwk\n6VhJP5L0c0n/I+nnVU8QERGDWt409M/BFJ13lwEHSmqX9BKg3fbKQer2978Ug47eB5xGMd7cSyW9\npWpAVVsKx1N0iHik6oEjImJYHwCulDSTohfyl21vkLSU4p1AO3DCYHUHON6/l3/uUv7Xp5eip/Ow\nqiaFlbYfrFg3IiIGYfsXlB12bf+U4kuj/nXOBs7uVzZg3X5usn3dYBslHTHUdhgmKUg6r1ycKekm\nirG5e8sAPzxMcBERUa9zyikJBtJGMXr16JMC4H5/9untXzEiIlpuMcX8CYP5t+EOMGRSsP05AEmX\nlTP5UK5/Hvh8xSAjIqIGYzGd8XCPj04AzgC2kXQ4RfOjDfjRpp44IiImnuFaCpcDl0v6sO3zhqob\nERGTX9Wvj66S9EmKzhA/Aj5q+zfjF1ZERIyGpMMohsCYQ9HBbSnFp66V3gVXTQrXAV8C/hXYl2K8\n7reOONqIiBg3ki6n6NuwhGIojE6Kjm4HUgx1MazKw1zY/udy8QeS/mxkoUZERA3+wHb/vgxfl7Ss\n6gGqJoWfSPpL4FaKkfpWSfp9aHSoiIiYktrb2ujsmDTDxLVL2s92YwiMcuKdZ6oeoOqVvqL8r7n5\n8S8U/RX+sOrJIiJiXL0LuEhSX3+EjcBy4NiqB6iUFGy/UdIcYGfgAdtPjCzOiIgYb7YfYODJdyqr\nOkrqOyimefsCcJKkMzblpBERMTFVfXx0MsUATt8EzgXuLf+MiIgJQtKtQP8ZgdqAXtuvr3KMqklh\no+0eSb3ljD5PjiTQiIioxWnAlcDbgfWjOUDVpLBU0mJgR0lXAN8ZzckiImL82P4vSdcAu9v+6miO\nMWxSkLQ7sAHYg6LTWrftT43mZBERMb5sf2JT9h9uQLw/BU4FrgBOAV4KHCvpIdtf25QTR0RsTsr5\nkz9H8RXnBorPRNcDV1N83n8fcILtjZLOAg4tt59o+54RnGcPYHX5JRKSOoBzbJ9aZf/hWgrvB/a3\n3XiHIOlzFJNBJylERFR3CDDd9uslvRn4KDADOMP2beWj+cMkPUgxw9p8YCfgBuB1VU4g6VPAa4E5\nks4FfkYxbee3qgY53Cep65sTAoDtNRRZLiIiqvspMF1SOzCbopfxPOD2cvsSioHsFgA32+61/VC5\nz/YVz7Gv7QXlMT4IXAsca/u4qkEO11LYOEh5pf4NERGbk+7u7rmS7m0qWmR7Ubn8BMWjo58AcykG\nFX1D0+ilaylGNp0NrGo6Rl/5YxVCWA1ge3U5LeeB5ZzQlQ2XFHYrvzpq1gbsOpKTRERMVjOmtbFD\n54xKdbs6u1ba3nOQzScBN9k+XdJOwC3AzKbtnRRDXa8pl/uXV9E8PPavRpoQYPikMNhoqFeM9EQR\nEZu53/DswHSPU7xPWC5poe3bKIa4vhVYAXxc0gXAjkC77ZUVz7GLpPMofry/rFwGwPaHqxxguJnX\nbh9qe0REVHYx8FlJSylaCB+mGB3iSkkzgR9TTIazoaxzF8Wj+hNGcI4zB1mubNKMBxsRMZmVA4kO\n9PSl//wH2D4bOHsU5/jciAPrJy+MIyKiIUkhIiIaan98JOntwJ/aPrJp/QLg4bLKWXmXERExepI6\nKUaj+B3gRuC/ba+osm+tSUHSJRQTSH+/qXgecIrtG+qMJSJiCvssRWe4/YFHgKsY4N3FQOp+fHQn\n8N5+ZfOAd0taKulCSXn5HRGxabaz/VngGdt3MoJ7/bjcgCUdTdFRo9lRtr8oaWG/8m8B/w78D0X/\nh+OBy8YjroiIzYWkV5R/7sgI5lYYl6Rg+yqK5koVn7XdDSDpa8A7xiOmiIjNyPuAfwVeSTEgXv8n\nNINq6ddHktqA/y4zGcCbgO+2MKSIiKlgZ9v72O6yvTfw8qo7tvT5fTm15zHAVyQ9BdxPMZVcRMSE\nMKO9jRduXW3so1aT9FZgX+AvJPXNydwOHAZ8qcoxak8K5RgftzWt3wzcXHccERFT0A+A7YCnAJdl\nG4Hrqh4gX/pEREwRth8GPifpGtuNqQ8kvajqMZIUIiKmnrMlvZdi4L0tKSb42a3KjhnmIiJi6vlj\nimG3r6X4Aun/Vd0xSSEiYur5te0eoLMc3mLmcDv0SVKIiJh6finp3cCTks4HuqrumKQQETH1HAd8\nG/gQ8CvgL6rumBfNERFTRDl23B8Dv7F9a1l2PXAJ8OdVjpGkEBFRE0mnU9y0ZwKfBm4HrgZ6gfuA\nE2xvlHQWcCjFmEUn2r6n4imuLfd5kaTdKMaUu4oiKVSSpBARUYNyMNDXU/Q43hL4IHARcIbt2yRd\nARwm6UGKYa7nAzsBNwCvq3iaXWzvWc75/F2gB3ij7R9XjTPvFCIixkh3d/dcSfc2/feeps0HAj8E\nvgr8B8XkN/MoWgtQzH9wALAAuNl2r+2HgOmStq8YwhoA209T3N/fMpKEAGkpREQMaXp7G9vNnFWp\nbldb10rbew6yeS7wUuCtwO8CXwfabfeW29cCc4DZwKqm/frKHxth6I/afnyE+yQpRETUZBXwk/JX\nvCWto3g81KcT6Kb4td85QHkVu0laDLQ1LQPQNwXycJIUIiLqcQfwfkkXAS8CtgK+LWlhOVDowcCt\nwArg45IuoOiV3G57ZcVz/FnT8hWjCTJJISKiBrZvlPQG4B6K5/0nUHwddGX5YvjHwJdtb5C0FLir\nqV7Vc9w+fK2hJSlERNTE9ikDFO8/QL2zgbPHO56B5OujiIhoSFKIiIiGJIWIiGhIUoiIiIYkhYiI\naEhSiIiIhiSFiIhoSD+FiIghTGtvZ9uOirNZ9oxvLHVISyEiIhqSFCIioiFJISIiGpIUIiKiIUkh\nIiIakhQiIqIhSSEiIhqSFCIioiGd1yIiaiTpBcB3gTcD64GrgV7gPuAE2xslnQUcWm4/0fY9dcWX\nlkJERE0kzQD+BXiqLLoIOMP2fkAbcJikPShmY5sPHAFcXmeMaSlERIyR7u7uuZLubSpaZHtR0/oF\nwBXA6eX6PKBvXuUlwFsAAzfb7gUekjRd0va2Hxvn8IEkhYiIIU1rg1mzqt0qZ3Z1rbS950DbJL0L\neMz2TZL6kkJbefMHWAvMAWYDq5p27StPUoiImELeDfRKOgB4DfB54AVN2zuBbmBNudy/vBa1JQVJ\nc4AvUGTBmcDJtu+StDdwCcULlZttn1NXTBERdbH9hr5lSbcBxwOfkLTQ9m3AwcCtwArg45IuAHYE\n2m2vrCvOOl80nwx82/b+wLt49uXJFcCRwAJgvqTX1hhTREQrfQA4R9JdFD+Wv2z7u8BS4C7gBuCE\nOgOq8/HRxTw72vh0YJ2k2cAs2w8ASLoJOABYXmNcERG1sr2waXX/AbafDZxdUzjPMS5JQdLRwEn9\nio+y/R1JO1A8RjqR4lHSmqY6a4GXjUdMERExvHFJCravAq7qXy7pVcB1wAdt3162FFr2QiUiIp6r\ntncKknYFrgeOtL0EwPYa4GlJu0hqAw6keJYWEREtUOc7hfOBDuASSQCrbR9G8Qb+WmAaxddH/1Vj\nTBER0aS2pFAmgIHK7wb2riuOiIgYXMY+ioiIhiSFiIhoyDAXERFDaGtro2NGtd/Pz4xzLHVISyEi\nIhqSFCIioiFJISIiGpIUIiKiIUkhIiIakhQiIqIhSSEiIhqSFCIioiGd1yIiaiBpBvBZYGdgFnAu\ncD9wNdAL3AecYHujpLOAQymmKT7R9j11xZmWQkREPf4KWGV7P+Ag4DLgIuCMsqwNOEzSHhSzsc0H\njuDZqYtrkaQQEVGP64F/KJfbKFoB84Dby7IlFNMRL6CYRqDX9kPAdEnb1xVkHh9FRAyhvb2NrTqq\n3Sof7u6eK+nepqJFthcB2H4CQFIn8GXgDOAC271l3bXAHIppilc1HaOv/LFNuY6qkhQiIsZIV1fX\nStt7DrZd0k7AV4FP214s6eNNm/umI15DC6cpzuOjiIgaSHohcDNwqu3PlsXLJS0slw+mmI54GXCg\npHZJLwHaba+sK860FCIi6vFhYBvgHyT1vVt4P3CppJnAj4Ev294gaSlwF8UP9xPqDDJJISKiBrbf\nT5EE+tt/gLpnA2ePc0gDyuOjiIhoSFKIiIiGJIWIiGhIUoiIiIYkhYiIaEhSiIiIhiSFiIhoSD+F\niIghTGuDrWdtPrfKtBQiIqIhSSEiIhqSFCIioiFJISIiGpIUIiKiIUkhIiIakhQiIqIhSSEiIhpq\n65EhaQ7wBYpJqWcCJ9u+S9LbgQuAh8uqZ9m+va64IiLqIKkd+DTwaqAHOMb2itZG9Xx1dtM7Gfi2\n7U9KEvBvwB7APOAU2zfUGEtERN3eBnTY3kfS3sCFwGEtjul56kwKF1Nkx77zriuX5wGvlXQicA/F\npNbra4wrIqIOC4BvAti+W9KeLY5nQOOSFCQdDZzUr/go29+RtAPFY6QTy/JvAf8O/A9wBXA8cNlg\nx+5Z99TKFfcvf3Dso46IKeilm3qAnnVP3bTi/uVzq9R99NFHOyTd21S0yPaicnk2sLpp2wZJ0yfa\nj+C23t7e2k4m6VXAdcAHbS8py7psd5fLhwDvsH10bUFFRNRA0kXA3ba/VK7/0vaOLQ7reWr7+kjS\nrsD1wJFNCaEN+G9Jff/DvAn4bl0xRUTUaBlwCED5TuGHrQ1nYHW+Uzgf6AAuKd4zs9r2YZKOAb4i\n6SngfuDKGmOKiKjLV4E3S7oTaAOOanE8A6r18VFERExs6bwWERENSQoREdGQpBAREQ0TcuLR4bqD\nSzoWOA5YD5xr+8aWBDpCFa7rJOCIcvX/2D6n/ihHp0oX/rLON4Cv2b6i/ihHrsLf2cHAWRQvDr8L\nnGB7wr+oq3BdHwCOBDYC59n+aksCjdpN1JZCozs4cBpFd3AAys5v7wP2BQ4Ezpc0qyVRjtxQ1/Uy\n4C+B1wN7A2+RtHtLohydQa+tybnANrVGtemG+jvrBD4BvNX2fOAXQKVOThPAUNfVBbwf2Ad4C/DJ\nlkQYLTFRk8JzuoMDzd3B9wKW2e6xvRpYAUyWm+dQ1/UwcJDtDeUvzRk8OxTIZDDUtSHpTyh+dX6z\n/tA2yVDX9XqKb80vlLQUeNT2Y/WHOCpDXdeTwIPAVuV/G2uPLlpmoiaFAbuDD7JtLTCnrsA20aDX\nZfsZ2ysltUm6AFhu+6ctiXJ0Br02SX9A8SjizFYEtomG+rc4F3gjcCpwMHCipN+vOb7RGuq6oPiR\ncj/wPeDSOgOL1pqoSWEN0Nm03t40Pkj/bZ1Ad12BbaKhrgtJHcC1ZZ2/rTm2TTXUtb0TeDFwC/Au\n4GRJB9Ub3qgNdV2rgO/YfsT2E8B/Aq+pO8BRGuq6DgZeBPwu8BLgbZL2qjm+aJGJmhSG6g5+D7Cf\npI5yjoZXAvfVH+KoDHpd5ZAfXwN+YPs42xtaE+KoDXpttk+xPd/2QuBq4CLbk+Ux0lD/Fr8H/IGk\nueWv7L0pfl1PBkNd12+Ap4Ae2+sofnR11R5htMSE7NHc9GXE7jzbHfwQYIXtr5dfH72HIqmdN1nm\nYhjquoBpFHNM3N20y+m276o7ztEY7u+sqd7ZwCOT8Oujwf4tHgF8qKz+Jdsfa02kI1Phus4BDqJ4\nn3AHxZwnE+9mEWNuQiaFiIhojYn6+CgiIlogSSEiIhqSFCIioiFJISIiGpIUIiKiYUIOiBcBIOlC\nYB6wA7Al8HPgGWCp7X9sZWwRU1U+SY0JT9K7gFfYPq3VsURMdWkpxKQiaSFwvO0jJK0A7gR+H/g2\nxRhYewG2/deSdgIWAVtQ9NB9j+2HWxN5xOSQpBCT2c7AHwK/Bh4H5gN/D/y8HP75AuBS20skvQn4\nJ4rhySNiEEkKMZmtsv0QgKQnbd9fLq8GOoBXAR+WdCrFUA7PtCzSiEkiXx/FZDbcC7GfAKeWA/Ed\nB1w/7hFFTHJpKcRU9kHgn8uCshFnAAAAPUlEQVQhybegmE0sIoaQr48iIqIhj48iIqIhSSEiIhqS\nFCIioiFJISIiGpIUIiKiIUkhIiIakhQiIqLh/wOWgkYTnWqmiwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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1O+twMDOrgYjYQTJPkLU2U34lcOUQbb826P01wDVV7uJOPCFtZmZFHA5mZlbE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\nWRGHg5mZFXE4mJlZEYeDmZkV+f/38FRP5W2TfAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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JwP8Iya8ttfNulLQYmB8R9wFIugl4CeDAN7OquYwkI49p9c3amrYEvqRTgbPq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\n4JuZVcT/B0sk2DoAL7WWAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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8aEQvIlJ3e5jZZ4GxxGMAWrdk7UVBLyJSb69MPL44zw4U9CIiNebu3+53H5qj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\nsmBCvVZSzVQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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C8EVgf2DVunTQahBcL+lC4LmSzgVuXZcPi4iIiWX7x5LOB7azfcm69DFmEEjaDlgNvJTi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\nQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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A4F8phnXWAeYBP+LleTyklkLe9jaSZpQVPDQw3zMiIkZXuZ78vstbvqX15CXtQfHJ7tcp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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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1pZuvpB0NRpZa05h86WRwYKAyvyNq4Uuq1K0jUhwK/IpSt46INFPgS+1ptI7U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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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RBfzX2r5xRES0z3A9/88Cn5V0gu3Tmm0bERGdo9WrfS6SdBYgil7/qbYfHruyIiJiOJJe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\niIgaSvhHRNRQwj8ioob+D3fd/8xAvrqJAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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DTh5Y/BLgTHf/sJk9DHg/8L/aalOokO6bUCFhn2gy4IfphulSf3pdowx5Bfx4jTrYZ+dm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\n/wZ4Vd6OknepjAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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WMvAlbQWsBl5OccPVoO3Prc3FIiJi3dheSjG8/gRJM9qZk990DF/S3sBZFJP8DwMGgQ9I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\nxyDOD6mcQl0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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FRklDItLLYVFl7n4XsAVAeDRwhbsfHo75n2xmQ8AkYHPgvqy/X8W/D6UNAOg+BCC/IID8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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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ImLEXUyyzsCOwQ/lrUy0vrWD7f8qXP5D0oimXFxER7XIHsKqtY/g1bpX0z8BVwCjwe0mP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\n+FkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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mF8CzSaZem5nZYB4u6SmS5iTtDTwy6xtrHY9Pb3v5auBfI+I24FrgA3W2ycxs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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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rgX+MiImlHYuItoh4C/BqSY9K2kISJv+QZ8ccJGZmzTELuA1A0r3A9EzdMcBq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\ng8TMzAr5/xlrNyxlU761AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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NDQ0V9mYR8QbgYuBTkq5K2/olDaSPdwPeI+mAwooyMytARJwK3CrpkvT5g5Je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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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ZJwNPKrSqmWv232wM+CSwv6TdSM5Ay3WBzizQ7HuNA/8MvBjYFzijLxVa183W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\nEv8fTD++b9wcRSYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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d7zGzHbOquC5Bb2ZHAicmio9w99+a2QKCIZwTwvKfAjcC/wtcChwLXFzs2CPD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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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QJOASkvlYNpH0828F7gGOB26QNBP4XZX9/mXu9ZVDCcyJwMysNW4Ejpa0hOTs\nfZ6kBcCKiLhZ0sPAfSR3Dd0WEXdJWgp8Lf23jWQGxx1ExF27GpgTgZlZC6Qjg1ZW5I/mll9Icn0g\nv00/8MFmx+a7hszMSs6JwMys5JwIzMxKzonAzKzknAjMzErOicDMrOScCMzMSs7PEZiZ1TGhvZ09\nuwrO+tjf3FiaxS0CM7OScyIwMys5JwIzs5JzIjAzKzknAjOzknMiMDMrOScCM7OScyIwMys5P1Bm\nZtYCktqBK4CZJI+ezY+IFbnlZwLvSd/+ezpRTbbsQOAnwF4R0TfcsblFYGbWGicCXRExFzgHWJgt\nkPQy4H3A64E5wDGSDkmXTU3Xbdpzy24RmJkNk97e3hmSHsgVLYqIRenrw4DFABGxVNLs3HorgbdG\nxBYASROBPkltwCLgPOCmZsXtRGBmVseENujsLFZVTurpWR0Rs2ssngqsy73fIqkjIjZHxCZgdVrx\nfx54KCJ+LekC4NaIeFjSLhxFfe4aMjNrjfVAd+59e0Rszt5I6gKuSdf5SFr8fuAUST8G9gbuaEZg\nLWsRSJoGfJskK04CFkTEfZLmAJcDm4E78hdIzMzGkXuBE4Dr0npvWbYgbQncBNwZEZ/NyiPi5bl1\nngCOaUZgrewaWgD8MCIuU9LG+S7wWuBK4J3Ab4BbJb0mIh5qYVxmZq1wI3C0pCVAGzBP0gJgBTAB\nOALolHRcuv65EXFfKwJrZSL4ItuveneQXAiZCnRGxOMAkm4H3gI4EZjZuBIRW4HTK4ofzb3uarD9\nvsMdU6YpiUDSKcCZFcXzIuJ+SXuTdBF9nKSbaH1unQ3Ay5oRk5mZVdeURBARVwFXVZZLehVwLfDJ\niLgrbRHkL550A73NiMnMzKpr2V1Dkg4CrgdOiojbACJiPbBR0n7pxZJjgbtbFZOZmbX2GsElJH1g\nl6f3w66LiLeT9JldQ3Kx5I6I+EkLYzIzK72WJYK00q9WvpTkkWozMxsBfqDMzKzknAjMzErOYw2Z\nmdXR1tZG18Ri58ybmhxLs7hFYGZWck4EZmYl50RgZlZyTgRmZiXnRGBmVnJOBGZmJedEYGZWck4E\nZmYl5wfKzMxaQFI7cAUwk2SSrvkRsaJinReQTGl5SET01Zrid7hjc4vAzKw1TgS6ImIucA6wML9Q\n0rEkk9PvnSvOpvg9AjgZ+GozAnMiMDNrjcOAxbBt1OXZFcu3kkzVuzZX9kXg6+nrDqCvGYG5a8jM\nrI729jYmdxWrKlf29s6Q9ECuaFFELEpfTwXW5ZZtkdQREZsBIuIHAOl8LaRlvWlZforfYedEYGY2\nTHp6elZHROWZfmY9O07N256Vcok9AAAGK0lEQVQlgXoqp/gdhjB34q4hM7PWuBc4HkDSHGBZow2q\nTfHbDG4RmJm1xo3A0ZKWAG3APEkLgBURcXONbWpN8TusnAjMzFogIraSzNGe92iV9fbNvR72Sr8a\ndw2ZmZWcE4GZWck5EZiZlZwTgZlZyTkRmJmVnBOBmVnJORGYmZWcnyMwM6tjQhtM6RzfVaVbBGZm\nJedEYGZWck4EZmYl50RgZlZyTgRmZiXnRGBmVnJOBGZmJedEYGZWci17SkLSNJLJl6cCk4AFEXGf\npHcAlwIr01XPb9a8nGZmI0VSO3AFMBPoB+ZHxIrc8g8BpwGbgYsi4hZJM4DvALsBTwLzIuK54Y6t\nlS2CBcAPI+II4GTgq2n5LODsiDgy/XESMLPx6ESgKyLmAucAC7MFkvYG/g54A3AscImkTuDTwHci\n4nDgIZJEMexamQi+CHw9fd0B9KWvZwEflHS3pIWSxvez3GZWVocBiwEiYikwO7fsdcC9EdEfEeuA\nFcAh+W2A24C3NCOwplS6kk4BzqwonhcR96eZ79vAx9PyHwDfB/4TuJJkTs+v1Np3f9/zq1csf+i3\nwx+1mY1DL9nVHfT3PX/7iuUPzSiy7qpVq7okPZArWhQRi9LXU4F1uWVbJHVExOYqyzYA0yrKs7Jh\n15REEBFXAVdVlkt6FXAt8MlcF9A3I6I3XX4T8M56+541a9YLhjlcM7OaZs2a9dbBrH/88cfXWrQe\n6M69b0+TQLVl3UBvrvz5XNmwa1nXkKSDgOuBkyLitrSsDfiFpBelq70Z+FmrYjIza6F7geMBJM0B\nluWW/RQ4XFJXemPNK4BH8tsAxwF3NyOwtoGBgWbsdyfp2f5M4Im0aF1EvF3SMcBFJBlvOfB3EbGp\nJUGZmbVI7q6hQ4A2YB5JJb8iIm5O7xo6leQE/eKIuEHSXsDVJK2B1SQn0s8Od2wtSwRmZjY6+YEy\nM7OScyIwMys5JwIzs5IblQ9vDeVR7BEJdJAKHNeZwHvSt/8eERe2PsqhaXRsuXVuBW6KiCtbH+Xg\nFfidHQecT3Lx72fAGREx6i+8FTiuTwAnAVtJLlzeOCKBWkuM1hbBUB7FHgvqHdfLgPcBrwfmAMdI\nOmREohyamseWcxGwR0uj2nX1fmfdwOeBt0XEoSR3xBV68GgUqHdcPcDHgLnAMcBlIxKhtcxoTQRD\neRR7LKh3XCuBt0bElvSMciLbh+EYC+odG5LeRXJ2uXjnTUe1esf1epJ7wRdKuhtYFRH/3foQh6Te\ncT0L/BaYnP5sbXl01lKjNRFUfRS7xrKmPXbdBDWPKyI2RcRqSW2SLgUeiohfj0iUQ1Pz2CS9kqSb\n4dMjEdguqve3OAM4CvgUycM+H5d0QIvjG6p6xwXJicly4EHgS60MzFpvtCaCoTyKPRbUOy4kdQHX\npOt8pMWx7ap6x/YB4IXAnSQjzy6QNKjH9kdQveNaA9wfEU9FxDPAfwCvbnWAQ1TvuI4D9gFeCvwp\ncKKk17U4Pmuh0ZoIhvIo9lhQ87jS4TZuAh6OiNMiYsvIhDhkNY8tIs6OiEMj4kjgn4EvRMRY6SKq\n97f4IPBKSTPSs+k5JGfRY0G943qa5En//ojoIznR6ml5hNYyo/LJ4qE8ij1iwQ5CveMCJgDfBZbm\nNjk3Iu5rdZxD0eh3llvvAuCpMXjXUK2/xfcAZ6WrXxcRnx2ZSAenwHFdCLyV5PrAPSRzhoy+ysKG\nxahMBGZm1jqjtWvIzMxaxInAzKzknAjMzErOicDMrOScCMzMSm5UDjpnBiBpITAL2BvYHfgNsAm4\nOyL+90jGZjae+PZRG/UknQwcGBHnjHQsZuORWwQ2pkg6Ejg9It4jaQWwBDgA+CHJmFOvAyIi/lrS\ni4FFwG4kT8qeGhErRyZys9HLicDGsn2BNwH/BawFDgX+FvhNOpTypcCXIuI2SW8GPkMy1LeZ5TgR\n2Fi2JiJ+ByDp2YhYnr5eB3QBrwLOk/QpkmEUNo1YpGajmO8asrGs0QWuR4FPpYPdnQZc3/SIzMYg\ntwhsPPsk8LV0eO/dSGbdMrMKvmvIzKzk3DVkZlZyTgRmZiXnRGBmVnJOBGZmJedEYGZWck4EZmYl\n50RgZlZy/x8rVO5o2BLWcwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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fEQcBR1Q1HyjppxGxCcnwz+EkQ0D3V2zzAPC0bvTJzKzHLgLOjYgfAdNJauC5\nwJ+Ai5IBEa6WdFwZnelK8Ze0CFhU3R4RzwMuBN4n6er0yH92xSazSb4EMTObUiQtA95Q1bxRL/oC\nJV7tk45tfQPYV9KlAJLuBx6OiM0jYgTYGbimrD6ZmQ2rMsf8TwbGgTPS05ulkvYgudHhAmCM5Gqf\nn5TYJzOzoVRa8U8Lfa32G4AFZfXDzMx8k5eZ2VBy8TczG0Iu/mZmQ8jF38xsCHlKZzOzBkZHR5g1\nPpZr20G6SclH/mZmQ8jF38xsCLn4m5kNIRd/M7Mh5OJvZjaEXPzNzIaQi7+Z2RDydf5mZiWKiK2B\nUyTtGBEbA58HNiSZ2Xj/bGXDbvORv5lZSSLiKOALJNPbA3wcuEDSDsCHgGeV1RcXfzOz8txOsm5v\nZjtg04j4X+BNwFVldcTF38ysgZGREcanj+X6mZycnBcRiyt+3lr5WpK+CaysaNoMuE/Sy0nW8j26\nrM/lMX8zs4JMTEwskbRVC7vcA/xP+vu3gY8W36vafORvZtY71wKvSn/fAfhNWW/sI38zs955L/CF\niHg7sBTYt6w3dvE3MyuRpDtI1y2XdCfwil70w8M+ZmZDyMXfzGwIufibmQ0hF38zsyHk4m9mNoRc\n/M3MhpCLv5nZEPJ1/mZmDYyNwAYzp16p9JG/mdkQcvE3MxtCLv5mZkPIxd/MbAi5+JuZDSEXfzOz\nIeTib2Y2hEq7eDUi5gJfBuYAM4AjJf04IvYCTgXuSjc9TtLVZfXLzKwMETEKnAW8AFgBHCzptl71\np8w7F44ErpB0ekQE8FXgRcB84Kh0YWMzs6lqT2Bc0jYRsQD4JLBHrzpTZvE/jSTtsvddnv4+H9gy\nIg4HbgSOlrSqxH6ZmZVhe+D7AJJuiIhWFnovXFeKf0QcBBxR1XygpJ9GxCYkwz+Hp+2XA98C/gic\nDbwN+Ey9116x/KElt91y053F99rMpqCndPoCK5Y/dNltt9w0L8+2d99993hELK5oWihpYfr7HJJ1\nejOrI2Jarw52R9auXVvam0XE84ALgfdJujRtm5A0mf7+KmBvSQeV1ikzsxJExKeAGyR9PX38Z0mb\n9qo/pV3tExFbAN8A9q0o/CPALyMi+wt4GfCzsvpkZlai64BXAaRj/r/qZWfKHPM/GRgHzki+72Wp\npD0i4mDgooh4CLgF+HyJfTIzK8vFwCsi4npgBDiwl50pddjHzMz6g2/yMjMbQi7+ZmZDyMXfzGwI\n9eXaZM1ug46IQ4BDgVXAiZK+05OOtijH5zoC2Cd9+D1JJ5Tfy/bkuXU93ea7wCWSzi6/l63L8W+2\nK3AcyRd4PwMOk9T3X6Tl+Fx3ePp0AAADaUlEQVTvBfYF1gAnSbq4Jx21runXI/9HboMGPkByGzQA\n6U1i7wa2A3YGTo6ImT3pZesafa6nAW8CtgUWAK+MiOf3pJftqfvZKpwIbFhqrzrX6N9sNvAJYHdJ\nWwN3ALluBuoDjT7XBPAeYBvglcDpPemhdVW/Fv/H3AYNVN4G/WLgOkkrJC0FbgMGpUg2+lx3AbtI\nWp0eOU7n0SkwBkGjz0ZEvI7kKPL75XetI40+17Yk12p/MiKuAe6W9I/yu9iWRp9rGXAnMCv9WVN6\n76zr+rX417wNus5zDwBzy+pYh+p+LkkrJS2JiJGIOBW4SdKtPelle+p+toh4LskQwod70bEONfq/\nOA/YCTga2BU4PCKeWXL/2tXoc0FyMHIL8HPg02V2zMrRr8X/fmB2xePRivkvqp+bDUyW1bEONfpc\nRMQ4cEG6zTtK7lunGn22/YEnAT8EDgCOjIhdyu1e2xp9rnuAn0r6m6QHgR8BLyy7g21q9Ll2BZ4A\nPBX4V2DPiHhxyf2zLuvX4t/oNugbgX+PiPF0jYBnA78uv4ttqfu50qkuLgF+IelQSat708W21f1s\nko6StLWkHYEvAp+SNCjDP43+L/4ceG5EzEuPmheQHC0Pgkaf6z7gIWCFpOUkB1cTpffQuqov7/Ct\nuBLh+Tx6G/SrgNsk/U96tc9bScLrpEFZC6DR5wLGSNY4uKFil2Mk/bjsfraj2b9ZxXbHA38bwKt9\n6v1f3Ad4f7r51yWd0puetibH5zoB2IVkvP9akjU3+q9YWNv6svibmVl39euwj5mZdZGLv5nZEHLx\nNzMbQi7+ZmZDyMXfzGwI9eXEbmYAEfFJYD6wCbA+8AdgJXCNpI/0sm9mg86Xelrfi4gDgGdJ+kCv\n+2I2VfjI3wZKROwIvE3SPhFxG3A98EzgCpI5nl4MSNJ+EfFkYCGwHskdq2+VdFdvem7WX1z8bZBt\nBrwU+CtwL7A18C7gD+m0xKcCn5Z0aUS8DPgYybTZZkPPxd8G2T2S/gQQEcsk3ZL+vhQYB54HHBsR\nR5NMYbCyZz016zO+2scGWbMvrH4HHJ1OKHco8I2u98hsQPjI36ay9wGfS6fKXo9kdSozw1f7mJkN\nJQ/7mJkNIRd/M7Mh5OJvZjaEXPzNzIaQi7+Z2RBy8TczG0Iu/mZmQ+j/ALlwuyHqnTMXAAAAAElF\nTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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mWgUFKCzKTkEgIl1TWJSbgkBEcqGw6F0KAhHpGUnCAhQYaVMQiEjpJA0MSUZBICLSRH9/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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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rgY8BjwH/EndDjdGLiBRYOP/XO4Gn3f36cNklBPPk/N84+1DQi4gU20UE89ps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\nKehFRCrufwG+nia3IWPXIAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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r9Kz2kf5Q0PrEtpey5cBqYLW7rzezvwJbJ70TBb5kJs/x/po8wx/S6wBARwFlZGZzgGnu\nvtDMvgP8ysyeIxjr/17S+1PgS+aKUPVD9kM/0P8dQBr76bdOwN0fA2aHry+PTF8ALEhz3wp8yVVR\nwh+yr/4h3w4A1AlUjQJfCqOo4Q/92QFANkcBWe2nUScAetZtlAJfCqlI4Q/5VP9QnQ4gzX31EzPb\nv90y7n5Ts3kKfCm8Ioc/VKsDAHUCObsYuJ7gwqxGDgBe3GxlBb6UStHCH6rVAUB2RwGN9pX2/krg\nQnc/tdlMM/u/rVZW4EtpFTH8Ib/hHyhGBwDqBFL0ilYzW3UGoMCXPlGG8If8OwDov6OARvvLYp85\n2a6XlRX40neKGv6QfwcA1TgKaLbPPrCLmZ3ZaIa7n9JuZQW+9LUihz/kO/xTk0cHAOWpyidNGijS\n/fX/G/BuV1bgS2WUKfyheh0AlKcTyNGT7n5xtysr8KWSouEP6gBayet7gJqsvw8ouMXtF2lOgS9C\n8at/KE4HADoKyJGZ2XnAdcAv3L2jPwIFvkidMoQ/FLsDAHUCaXD3d5vZTsDBBPfMXw/cAlzn7n9p\nt74CX6SFsoQ/FKsDgHyPAqA/z9IxsxF3fwL4NvBtM9sSeBvwReAT7dbv+8Avw1itlEPZ/paK3gFA\n9p1AH3jAzG4heFbuv7v7auBfw5+2Mg98MzsUONzd54TvZwPnEjy49yZ3Pz2pfdX/D9poWtH/p5Xi\nKlP1D8XrACD/o4ASejnwbuCLZvYi4CLgUndfGWflTAPfzM4luLnPbyKTFwCHAX8ArjOz17n7/Vm1\nKc0OoFGHE0cZwkM2VcZCogwdAKgTiHL3dcCPgR+b2fbA/wZuNLP/cPdj2q2fdYV/J/AT4FgAM5sO\nTHH3R8P3NxKMR2UW+PW6Dem021CGAJEXlK36h2J2ANB/nYCZ7Ql81d33rZt+AnA08Ldw0rHu3uoi\nq2eAx8PlXxpn36mkm5kdBZxQN3muu//AzPaNTJsOrIi8Xwm8LIk2FCG4k6ROoLzKGP5Q3A4AyjsU\nZGYnAkcAzzaYPQZ81N3vbbONNxNU9m8mKKBPcvdH4uw/lVR090XAohiLrgBGIu9HgPE02tSPyhok\nVVbGoZ+a+g4AitMJlOgo4FHgvcAlDeaNAZ8Ph2quc/ez6hcwsz8AS4ALgePcvaNzT3Mtg919hZk9\nZ2a7EIzhHwAk9qVtlZQ5SKqs7L+3wh8FJHAq/tCkQbaNeYrn+PiymWYWvRp2obsvrL1x9x+Z2c5N\nVr8C+BZBIXy1mR3s7j+tW+Z24Dx37+qK2yKMexwHXAZMIjhL59c5t6cvqPovp7L/3orcAWRhdHR0\nqbvP6nQ9MxsAznH35eH764DXAfWBfw5wsJmdCjwF/IwgN2M9vDfzwHf324DbIu/vBmZn3Y4qKXsV\nWVX98Hsr8jBQwUwHHjKzVxKM7/89wSmXmwjPYLwfwMz+B/BO4EIz28LdD2+3kyJU+JKxsleRVdUP\nHQDoKCDKzOYA09x9oZmdAtwKrAVucfefNVj+JXWTbgl/Nu9ZG1DgV5zCv7z65XdXtQ7A3R8jHNVw\n98sj0y+h8Ze5UY+FP0+G72sPM58A9m63774M/H47JTMr/RIgVdQv1T9oGKiN9wEfAIaBq4Afxx2/\nhz4NfOmdwr/c+qkDgOodBTTj7rWrbGcQhP8VZvYMcLm739hufQW+tKXwL79+7wCgWp1AeDbPIjN7\nGJgHfA/Yod16CnzpSL8FR1X1YyfeqBNI4jz8ojGz1wBzgAMJzti5EPhgnHVjBb6ZHQN8BtiS4EuC\nCXdP5BYIUm79GBxVo068PMKKfgL4PvBRYHU4axfgd+3Wj1vhHwccxAvfDItsRuHfH9QBFNpfCQL/\nrQTn6kNYhEfeNxU38Je6++NdNU8qSeHfP9QBFMqXwotXGzKzfVvNbxn4ZnZm+HJyeOvi+wh6Etz9\nlI6bKpWk8O8v6gBydY6ZfY4Xzr+PGgC+Cry22crtKnyv+2/NROzmiUQo/PtPv3cAQ4ODbDOy+d04\nG4t9Sny37if4wrbV/KZaBr67XwxgZue7+6dq083sX4B/6aCRIptR+Penfu8A8uTuc3tZv92QzieB\nLwBbm9l7CQ4ZBoD/6GWnIvUUEv1LD+8pjnYV/reAb5nZKe5+ZqtlRZKk6r+/qYPPR9yzdBaZ2TmA\nEVT3X3H3Z9JrlsgLFP79Tx1AZ8xsCnAMQSY/BFzo7uvbrTcYc/tXEHxxezLBk6na3dFNJBXTpgxt\n8iP9Sb/nti4GdgJ+DrycBvfObyT2v6S7fzt8+Vsze3/HzRNJgar/atD3AJvZ3t1rt1O4xsx+GWel\nuIH/iJl9mODm/GPAMjN7BYC7t72cVyQLCv9qqeIwkJnVbhj0RzN7g7vfE95bJ1YOxw38XcOfoyPT\nvkPMy3lFslbFMKi6ivzOnSB3B4B9zWwtMAVYE2flWIHv7vuF91/eGXjU3Vd111aRfKj6r55pU4aY\nWJl3K5Ll7i+tvTazSQS3RP6zu2+Is36sL23N7DCCB49fCpxgZl/ovKkixaAvBCVPZranmd3WYPqH\nzOzXZnaHmS0ws83y2cwW1bYBPAL8kODh53vG2Xfcs3TmETyDcSlwBnBozPVECk/hL1kxsxMJ7l8/\nXDd9S4Js3c/d3wTMAA5usIlahf8V4CB3nw28DfhanP3HDfwN7r6W4D74E8CzMdcTKRVV/9KL8fHx\nmWa2OPLz8bpFHgXe22DVtcDekefTDtF6XH69u/8ewN3/TMwsj/sXfbuZXQ7saGYLgHtiridSahr7\nly0mDbD9yBaxlh0dHV3q7rOazXf3H5nZzg2mbwCeAjCzfwCmATc32MQMM7sXmGpmRwGXAfOBP8Vp\nX9vAD0/5WQ+8nuCCq3F3Py/OxkX6SUXOApGchGP2XwNeARwWjqZswt3Hwqts9yC4NecG4EGCYaK2\nWh4GmNnhBFdwPQ6cCIwDx5jZezr4HCJ9SUM/krDvEIztHxIZ2mlkN2CZuz/k7s8RXHX7lTg7aPeX\nejzwFnffOGZvZhcD14Q/IoKqf+mOmc0hGL5ZDBwF3A78wswAznX3q+uWPw94HcHQzhnA7wnO1Gk0\n/LOZdoG/Lhr2AO6+wsza3qRHpMrUAUgz7v4YwVmPuPvlkVlxvnh9k7u/Prwu6ucEncUx7n5LnH23\n20Gzk/njnt0jImj4RxKzHMDdlwPTgQPjhj20r/B3C8/OiRoAXtVRE0VkI1X/0oPoF7l/Do8WYmsX\n+M3uirmgk52ISHPqAKQDu5jZmQSF98vC1wC4+yntVm73xKtYt9wUkeSoA5AWvtjkdSwaUBQpOF38\nJTXufnEv6yvwRUpE1b/0QoEvUmLqAKQTmQe+mR0KHO7ucyLvzwaeCBc5Td8diHRHHUA1mNkIcBLw\nYuCnwAPuvqTdepkGvpmdCxwA/CYyeQw40d1/lGVbRKpAHUDvhjq4eVqGLgKuB94CPAksCl+3lPUF\nVHcCn6ibNgZ8zMxuN7P5ZqZhJpGU6PbPfWNbd78IeN7d7yTh2yN3JLxt5wl1k+e6+w/MbN+66TcD\nPwH+SHB+/3HA+Wm0S0Q2pSOA8jKzXcP/7gjE+sWlEvjuvojgECOOi9x9HMDMrgEOS6NNItKeOoDS\n+DTw/4BXEtw8rX7kpKFc74ljZgPAA2EPBfBW4N4cmyQiERoCKqyd3X0vdx8NH3P48jgr5fobdPcJ\nMzsa+LGZrQYeBr6bZ5tEpDkdAeTLzA4G3gR8yMz2DicPAu8Brmy3fuaB7+63AbdF3t8E3JR1O0Sk\nd42qfnUCqfotsC2wGvBw2gbgijgr6xhNRBKlo4D0uPsTwMVmdkn4HFwAzGyHOOsr8EUkVeoAUvEl\nM/sEMBnYCvgdwaMPW1Lgi0imqtoBhA8pv4DgAeRrgaOjV8ea2UnAh4AVwNfc/actNvduYEfgG8A/\nh9ttS0+uEpFc1Z8J1MdnAx0CDLv7XsDJwPzaDDPbHZhD8OjD/YEvm9lWLbb1F3dfC4yEncbkOA1Q\n4ItI4fRpB7APcAOAu98NzIrMeyVwm7uvcfc1BA8nf02Lbf2XmX0MeNbMzgJG4zSgb/4lRaR/leVs\noPHx8ZlmtjgyaaG7LwxfTyd8Jm1ovZkNufs64EHg8+FN0SYDewMLae5YYCfgKuBIgqGgthT4IlJK\nWX0XMDQ4wMzJU2ItOzo0utTdZzWZvQIYibwfDMMed/9PMzuf4AjgT8CvgaX1GwjvNfZu4Bl3vzWc\ndhVwLvCBtp8l1qcQESm4RkcBK3NoRwt3AO8CrjSz2QRVPQBmth3BePybzGwGwbVJDzXYxmUE983Z\nwcx2I7gH2SKCwG9LgS8iko2rgbeb2Z0EDyGfa2bzgCXAvwKvNLN7gOeAz7n7+gbb2MXdZ5nZZILb\n0KwF9nP3/4zTAAW+iEgGwguljqub/Ejk9bExNrMi3NZz4Wme+7v703HboLN0RETK6alOwh5U4YuI\nlMluZnY5wZBQ7TUAtcfGtqLAFxEpj/dHXi/odGUFvohISbj7L3tZX2P4IiIVocAXEakIBb6ISEUo\n8EVEKkJf2oqItDA0MMC2w7HuPgzPp9uWXqnCFxGpCAW+iEhFKPBFRCpCgS8iUhEKfBGRilDgi4hU\nhAJfRKQiFPgiIhWhwBcRqQhdaSsikoHwkYQXAHsQPIv2aHdfEpl/IHAawcNN7gU+6e4TSbZBFb6I\nSDYOAYbdfS/gZGB+bYaZjQBfBw529z2Bx4CZSTdAgS8iko19gBsA3P1uYFZk3t7Ag8B8M7ud4Hm1\nf0u6ARrSERFpYdLgANOmxIvKZ54Yn2lmiyOTFrr7wvD1dGB5ZN56Mxty93UE1fx+wGuBVcDtZnaX\nu/+u90/wAgW+iEhCRkdHl7r7rCazVwAjkfeDYdgDLAPucfcnAczs3wjCP9HA15COiEg27gAOAjCz\n2QRDODX3Aa82s5lmNgTMBh5OugGq8EVEsnE18HYzu5PgTJy5ZjYPWOLu15rZ54Ebw2WvdPeHkm6A\nAl9EJAPuvgE4rm7yI5H5VwBXpNmGzALfzGYAlxJ8cTEZmOfud4WHNucC64Cb3P30rNokIlIlWY7h\nzwNucfe3AEcC3wqnLwDmEJyytKeZvS7DNomIVEaWQzrfILi6rLbfNWY2HZji7o8CmNmNwNuA+zNs\nl4hIJaQS+GZ2FHBC3eS57n6PmW1PMLTzGYLhnRWRZVYCL0ujTSIiVZdK4Lv7ImBR/XQz253gS4nP\nuvsvwwo/el7qCDCeRptERKouszF8M3sVcBUwx92vB3D3FcBzZraLmQ0ABwC3Z9UmEZEqyXIM/yxg\nGDjXzACWu/t7CE5TugyYRHCWzq8zbJOISGVkFvhhuDeafjfBVWUiIpIiXXglItLC4MAAU2PePG1l\nym3ple6lIyJSEQp8EZGKUOCLiFSEAl9EpCIU+CIiFaHAFxGpCAW+iEhFKPBFRCpCgS8iUhG60lZE\nJANmNghcAOxB8GyQo919SWT+JwkeDjUBnO3uVybdBlX4IiLZOAQYdve9gJOB+bUZZjYT+ASwN/BW\nYH54B+FEKfBFRBIyPj4+08wWR34+Hpm9D3ADbLxp5KzaDHdfCrzW3Z8HtgfWuPtE0u3TkI6ISAuD\ngwNMHY4XlaOjo0vdfVaT2dOB5ZH3681syN3XAbj7OjP7FHA68M1e2tyMKnwRkWysYNMn/A3Wwr7G\n3c8HdgDebGb7Jd0AVfgiItm4A3gXcKWZzQYerM2w4KlQZwGHAc8TfKm7IekGKPBFRLJxNfB2M7sT\nGADmmtk8YIm7X2tmvwXuIjhL53p3/2XSDVDgi4hkwN03EDzSNeqRyPzTCcbvU6MxfBGRilDgi4hU\nhAJfRKQiFPgiIhWhwBcRqQgFvohIRSjwRUQqQoEvIlIRuvBKRKSFSQMwbUp/RKUqfBGRilDgi4hU\nhAJfRKQiFPgiIhWhwBcRqQgFvohIRSjwRUQqQoEvIlIRmV1NYGYzgEsJntw+GZjn7neZ2aHA2cAT\n4aKnpfFoLxGRPJnZIHABsAfBM2uPdvclkfnHAMcC64Az3P2nSbchy8vH5gG3uPs54QN7vw+8HhgD\nTnT3H2XYFhGRrB0CDLv7XuFDzOcD7wEws+2BTwOzgGHgV2Z2s7uvTbIBWQ7pfAP4Tvh6CFgTvh4D\nPmZmt5vZfDPrj2uYRUQ2tQ9wA4C7300Q7jVvBO5w97XuvhxYArwm6QakEq5mdhRwQt3kue5+T9iT\nXQp8Jpx+M/AT4I/AAoKH/J4g/FyDAAAEfUlEQVTfdOPr1i6dWPr7x1vtf2WX7RaRvvM/e93A2jWr\nb1zy8P0z4yz71FNPDZvZ4sikhe6+MHw9HVgembfezIbcfV2DeSuBGb20u5FUAt/dFwGL6qeb2e7A\nFcBnI+P0F7n7eDj/GuCwVtseGxvbLuHmiog0NTY29o5Olj/ooIOazVoBjETeD4Zh32jeCDDeyX7j\nyGxIx8xeBVwFzHH368NpA8ADZrZjuNhbgXuzapOISIbuAA4CCMfwH4zM+3fgf5nZcHiCyyuBh5Ju\nwMDExETS22worN73AB4LJy139/eY2f7AGcBq4GHg0+7+fCaNEhHJSOQsndcAA8Bcgg5gibtfG56l\n83GCQvzMNE5kySzwRUQkX7rwSkSkIhT4IiIVocAXEamIQl7kVIRLkNMQ43OdAHwwfPszdz89+1Z2\np91niyxzHXCNuy/IvpWdi/E7OxA4jeBLuHuBT7p74b8Yi/G5/hGYA2wg+ALx6lwaKokqaoW/8RJk\n4GSCS5CBTS5BfhNwAHCWmU3JpZWda/W5XgZ8GNgbmA3sb2aJX2mXoqafLeIMYOtMW9W7Vr+zEeDr\nwMHuvifBGWixLtApgFafaxQ4HtgL2B84J5cWSuKKGvi5X4Kcklaf6wngHe6+PqwQt+CF20+UQavP\nhpm9j6BavCH7pvWk1efam+Bc6vlmdjvwlLv/LfsmdqXV53oWeByYGv5syLx1koqiBn7DS5CbzEvl\nEuSUNP1c7v68uy81swEzOxu4391/l0sru9P0s5nZqwmGB76YR8N61OpvcSawH3AScCDwGTN7Rcbt\n61arzwVBAfIwcB/wzSwbJukpauDnfglySlp9LsxsGLgsXOb/ZNy2XrX6bB8F/g74BXAkMM/MOrpc\nPUetPtcy4B53f9LdVwH/Brw26wZ2qdXnOhDYAXgp8BLgEDN7Y8btkxQUNfBzvwQ5JU0/V3ibiWuA\n37r7se6+Pp8mdq3pZ3P3E919T3ffF/ge8M/uXpahnVZ/i/cBrzazmWF1PJugKi6DVp/rGYIr39e6\n+xqCgmo08xZK4gp5pW0RLkFOQ6vPBUwieEbA3ZFVPu/ud2Xdzm60+51FlvsS8GQJz9Jp9rf4QeBz\n4eJXuvtX82lpZ2J8rtOBdxCM3/+K4JkVxQsL6UghA19ERJJX1CEdERFJmAJfRKQiFPgiIhWhwBcR\nqQgFvohIRRTy5mkiAGY2HxgDtge2Av4APA/c7u5fzrNtImWk0zKl8MzsSGBXdz8577aIlJkqfCkV\nM9sXOM7dP2hmS4A7gVcAtxDcU+mNgLv7EWa2E7AQ2JLgytGPu/sT+bRcJH8KfCmznYG/B/4CPA3s\nCfwD8IfwFr9nA9909+vN7K3APxHcglqkkhT4UmbL3P1PAGb2rLs/HL5eDgwDuwOnmNlJBLcPeD63\nlooUgM7SkTJr9wXUI8BJ4U3bjgWuSr1FIgWmCl/62WeBb4e3nd6S4ClOIpWls3RERCpCQzoiIhWh\nwBcRqQgFvohIRSjwRUQqQoEvIlIRCnwRkYpQ4IuIVMT/B/lI21w/pUOHAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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2Xwf8GPgvguP7jwO+lka7ZHNVntZRL1/KzMxeGv67LZsu09BUKn/p7r6QYIgR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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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jgWHFcC3wDXfvNn8QPWX1kSTBAL3DodPqq5cleRGRsqpLSDQoLErtGuBwM1tL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\nW+fCAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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A2B14v6Q3l6v7gQOBr1U5R1fvupHUB/ywHG8CeBtwTxdLiojoNfcBDwLPAy5//hV4f9UT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\nswAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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5v2PWAicM8ZkfrmOIz5CnlSIiokqSQ0REVElyiIiIKkkOERFRJckhIiKqJDlE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\nYbWRpu1RvqwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sediment.plot_contourplots_of_rates()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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6kRwbagvqWuBy4OAI1iLiiYONLTz54jaefGkbG7cd7HeAQ/WkUs49s5Zzz5zL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\nRAqSAkpERAqSAkpERAqSAkpERArS/w9IseQ7Q7D//wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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KYqrKneeyYj9VFcXUrS5nVXmxpuyagf5ERGTFyMvLpbKsiMqyopPeNxqNEhgNMxQYi3cT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\nlIiIeJICSkREPEkBJSIinqSAEhERT/r/GkpXrRT5Xa8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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QSBhTQEmvq29oYm1xOZ9t3MHKDTvZW935rN9xg2I4KzuF2bnjmT11AgmjhnS6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\nEhGRkKSAEhGRkKSAEhGRkPT/Ae6DxOgf8JISAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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NOJhcWZqYKHRqdVlirrba6r7eTxnFRRpkINGmgBIZI28LoE1bw98trGvYyvqGFto7dv9G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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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vDXRNIhJZxiemaGjpoa7JzdFGp0VU19RN3+D8c9bNJzs9CVPlC6OKPGoqcsnL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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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HD6LHMfpirEiqKaAk63xy4AhvLd/Em0s3sGJtaaOPoOjRrQMnTRrCSROHMGl0fz3rSCTN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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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ijPkaMAfIBI4aY7oCWGu31lRx4qzSsjLmr9zBlA+zsbmHLnq/d9c2fHV8OkMy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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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kR58B5e43A5jZNe7+d4XpZnYLcEuVaxMRkWGsv0N8ZwA/AEab2ddIruCLgP+uQW0iIjKM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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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FCc0UhhaUiIgkWH5uFicfMzv2+LlXE39NlAqUiIgAcNZJC2LLy1cmfuojFSgR\nEQHgtOPnEYl4y2s27KGusTWheVSgREQEgKL8bBYt8K6B6olGWblmR0LzqECJiEhM/Hmov7+V2AI1\nolF8ZvZp4HogG4gAUeecZnwQEZlgTjx6Fr/50woAVq3dmdAsIx1m/jngIiCct10UEZExsWjBFDLS\nU+no7Gbn3nqqapsoKcpNSJaRFqgq59y2cU0iIiIJl56WyqIFU3ntba/19Mb63ZxzyuEJyTJkgTKz\n2/zFDH+m8VVAFMA5d/M4ZxMRkQQ4+vC+ArVuU0U4CxTg9vneKzw3DBERkTG1aMGU2PK6zRUJyzFk\ngXLO/Q7AzO50zn2hd72Z3QPcM87ZREQkAY6Y11eg1m+tpKcnSkpKJPAcw3XxXQd8Eygys0vwRvBF\ngDUBZBMRkQQonZxDYV4WdY1ttLR1sruqISHz8g3XgroLuMvMbnbO3TbUtiIiMjFEIhEWzCph5dpy\nADZtr0pIgRrphbp3m9lPzexxM/uRmRWNayoREUmo+bOKY8tbd9YkJMNIC9QDeAMlvg5sBn4/bolE\nRCTh5s6YHFveurM2IRlGfD8o59y/+4uvm9mHxymPiIiEwOxpfR1l23aHu0C9bWYfA54BlgDVZrYQ\nwDkXjnsDi4jImJk9rTC2vLOijmg0SiQS7Ei+kRaoI/yva+PW/Qfe9VDnjHUoERFJrMkFk8jOSqe1\nrZOmlg7qGtsoys8ONMOICpRz7mwzKwDmApucc03jmkpERBIqEokwvSyfTdurAdhdWR94gRrRIAkz\n+xDwLHAvcIOZfXM8Q4mISOJNL82PLe+ubAz8+CMdxXcjsBSoAr4HXDxuiUREJBSmFPcVqIqq8Bao\nHudcO959oKJA8zhmEhGREJhS0nebjb014S1Qy83sD8BMM/sF8Oo4ZhIRkRAom9xXoCqqgx96MOwg\nCTM7FugGTsC7QLfOOfez8Q4mIiKJFX+jwqra4AvUkC0oM7sM+DWwDbgJqAM+bWYfCCCbiIgkUElR\nTmy5uq4l8OMP14L6MnCWcy52zsnMfgc84n+JiMgEVVIYV6DqWwK/7cZw56C64osTgHOuAa/LT0RE\nJrDMjDRysjMA6O7uobG5LdDjD1egekb5OhERmQCKCibFlmsaWgM99nBdfEf5o/fiRYBF45RHRERC\npCg/m/I9dQDUNbTCjOCOPVyBGmzW8l+MdRAREQmfwry+6Y3qG0PUgnLOPRdUEBERCZ+C3KzYcl1j\nuM5BiYjIISw/r69ANTQF24JSgRIRkUHFt6Dqm4JtQY34jrpjxcwuBi5zzl0R9/hHwA5/k1vUtSgi\nEg55OZmx5cam9kCPHWiBMrPmDTXUAAAOAUlEQVQ7gPOB1+JWLwFucs49NJJ9RKNROjo6Rp2hs7Nz\n1K9NpGTMnYyZITlzJ2NmUO4gjTZzdmZfmahvaj2o378HKuguvpeA/7fPuiXAJ81suZndbmaBt+pE\nRGRgeZMyYstNLROgBWVmnwJu2Gf1Nc65B83snfusfwr4M7AFb/j654A7B9t3JBIhIyNjsKdHbCz2\nkQjJmDsZM0Ny5k7GzKDcQTrQzIUFfRPGtrR1Bvqex6VAOefuBu4e4ea/ds7VAZjZI8CHxiOTiIgc\nuLxJfeegmlqC696DBI/iM7MI8IaZzfRXnQusTGAkERGJMyk7cV18CS1Q/t15rwUeNrPngEnArxKZ\nSURE+uTEFaiWtk6i0Whgxw58QIJz7lng2bjHfwH+EnQOEREZXkZ6KhnpqXR0dtPd3UNHZzeZGcGU\nDl2oKyIiQ5qUlR5bbm6duMPMRUQkyWRnxXXzqUCJiEhYTMrua0G1tAV3kbIKlIiIDGlSZl8LqrVd\nBUpEREIiOyu+BaUuPhERCYmsuPn42tq7AjuuCpSIiAwpO7OvBdWmc1AiIhIWWXEFSuegREQkNNTF\nJyIiodSvi69DLSgREQmJ+KmN2jrUghIRkZCIPwfVoQIlIiJhkRXXgmrVOSgREQmLfl18GsUnIiJh\nkZmRGlvu6FQLSkREQiIjrgXV3tEd2HFVoEREZEhZGX2DJNo1SEJERMIivotPBUpEREIjI72vi6+j\nU118IiISEhnpGiQhIiIhlNlvkIQKlIiIhER8F1+7uvhERCQsMuO6+DpVoEREJCz6nYPqUoESEZGQ\nSE1NIRLxlru7e+ju6QnkuCpQIiIypEgk0u88VFDdfCpQIiIyrPS0+KHmKlAiIhIS/a+FUoESEZGQ\niG9BdQY0UEIFSkREhpWe1lcudA5KRERCIz0BQ81VoEREZFj9uvgCakGlDb/J2DCzAuBeIB/IAG50\nzv3NzJYCdwBdwF+cc7cGlUlEREYmfpBEV/fEuw7qRuCvzrmzgE8Ad/nrfwFcAZwBnGJmxweYSURE\nRiAtNfhBEoG1oICfAO1xx20zs3wg0zm3CcDMngTOA1YPtpNoNEpHR8eoQ3R2do76tYmUjLmTMTMk\nZ+5kzAzKHaSDzZyaGoktt7a1H9Tv4ZEalwJlZp8Cbthn9TXOuVfNbCpeV9/1eN19DXHbNALzxyOT\niIiMXnpq3Ci+ZG5BOefuBu7ed72ZHQM8APyDc+45vwWVF7dJHlA31L4jkQgZGRkHnXEs9pEIyZg7\nGTNDcuZOxsyg3EEabeaMuHtCRUkJ5L0Hdg7KzBYBfwSucM49DuCcawA6zGyBmUWA84HlQWUSEZGR\niR/F19UVzCCJIM9BfR/IAu4wM4B659wHgM8B9wGpeKP4Xgkwk4iIjEBaXBdfVzJ38Q3EL0YDrX8Z\nWBpUDhEROXBpaRN7mLmIiCSpfi0oFSgREQmL+Ln4VKBERCQ0Uvu1oDQXn4iIhET/QRJqQYmISEjE\nT3WkLj4REQmN+KmOulWgREQkLDSKT0REQil+kIRaUCIiEhqpKXEFqicayDFVoEREZFhpaRpmLiIi\nIZQS6Rsk0aMWlIiIhIXOQYmISCj1L1BqQYmISEikxnXxdUfVghIRkZBQC0pEREIpJSV+kIRaUCIi\nEhL9C5RaUCIiEhKpcQVKF+qKiEhopMTNJKEWlIiIhEYkonNQIiISQvFdfMG0n1SgRERkBCKa6khE\nRMKo/yAJdfGJiEhIxLeggurjU4ESEZFhpWiYuYiIhFF8CyoaVYESEZGQ6NfDpwIlIiJhEVefNMxc\nRERCRIMkREQkjPrXJ3XxiYhISESIHyQRzDFVoEREZFjxLaigqECJiMgBCWoUX1ogRwHMrAC4F8gH\nMoAbnXN/M7OLgR8BO/xNb3HOPRdULhERGYEENKECK1DAjcBfnXM/NTMD7gdOAJYANznnHgowi4iI\njFJQw8yDLFA/AdrjjtvmLy8Bjjez64EVwNecc12D7SQajdLR0THqEJ2dnaN+bSIlY+5kzAzJmTsZ\nM4NyB+lgM0eifRPEpqVEDur38EiNS4Eys08BN+yz+hrn3KtmNhWvq+96f/1TwJ+BLcAvgM8Bd45H\nLhERGZ0Fs4o56rAprN9ayYVnHhHIMcelQDnn7gbu3ne9mR0DPAD8Q9x5pl875+r85x8BPjTUviOR\nCBkZGQedcSz2kQjJmDsZM0Ny5k7GzKDcQTqYzL+45TJa2zqZlB3M+w5sFJ+ZLQL+CFzhnHvcXxcB\n3jCzmf5m5wIrg8okIiIjF4lEAitOEOw5qO8DWcAd3hgJ6p1zHzCza4GHzawVWAv8KsBMIiISUoEV\nKOfcBwZZ/xfgL0HlEBGR5KALdUVEJJRUoEREJJRUoEREJJRUoEREJJRUoEREJJSCHGY+JlpaWqpW\nrly5LdE5RERk1OaMZKNIUNOmi4iIHAh18YmISCipQImISCipQImISCipQImISCipQImISCipQImI\nSCgl3XVQB8LMUoCfA8fh3W7+WufcxrjnPw18FugCvueceywhQeMMl9nfphR4ETjWOdcWfMr9jeCz\nvgG43H+4zDl3a/Ap+xtB5uuATwBR4EfOuf9KRM59jfBnJAX4X+AR59wvgk+5vxF83ncAZwCN/qoP\nOOfqAw8aZwSZLwRuASJ497K7zjmX8Gt3hsptZouBn8ZtvhT4oHPuicCDDmOit6A+CGQ5504Fvg7c\n3vuEf+v5LwGnA+cD3zezzISk7G/QzABmdj7e7UmmJiDbUIb6rOcDHwNOw/vP8G4zOzYhKfsbKnMJ\n8P/wMp8L3O7fYDMMhvwZ8X0PKAo01fCGy70EON85907/K6HFyTfUz0ge8K/Ae51zpwBbgZJEhBzA\noLmdc6/1fsbAXcBDYSxOMPEL1BnAEwDOuZeBE+OeOxl40TnX7v9H2AiE4ZfmUJkBeoDzgJqAcw1n\nqNw7gAucc93+X5fpQBhafoNmds5VAYudc514fwy0heEvY9+QPyNmdinez0nYfukMmtv/i/9w4Jdm\n9qKZfTIxEfcz1Gd9GvAm3h8vy4EK51xl8BEHNNzvEcwsB7gV+HKw0UZuoheofCD+r7BuM0sb5LlG\noCCoYEMYKjPOuaecc9XBxxrWoLmdc53OuSozi5jZj4DVzrn1CUnZ33CfdZeZfQF4Gbg36HBDGDS3\nmR0NXAF8KxHBhjHU550D/Ay4ErgA+HxIWtlDZS4Bzga+BlwIXG9mCwPON5ghf7Z9nwL+6P8xFkoT\nvUA1AHlxj1Occ12DPJcH1AUVbAhDZQ6zIXObWRZwn7/N5wPONphhP2vn3J3ANOAdZnZ2kOGGMFTu\nq4EZwNN4589uNLMLgo03qKFytwB3OOdanHONePmPCzrgAIbKXA286pzb45xrAp4HFgcdcBAj+T3y\nMeA/g4t04CZ6gXoRuAjAzJbiNcd7rQDONLMsMysAjgTeCj7ifobKHGaD5vbP3TwCvO6c+6xzrjsx\nEfczVGYzs4f97J14J5p7EpJyf4Pmds7d5Jw7xT+/8FvgxyE6vzDUz/ZC4EUzSzWzdLwuqlXBR9zP\nUJlXAUebWYnfOlkKrA0+4oCG/D3i/87LdM7tSEC2EZvQk8XGjWQ5Fm+UzTV4/2gbnXOP+qP4PoNX\nqG9zzj2UsLC+4TLHbbcVOCKEo/j2yw2kAvfjdZX1+kfn3N+CzhlvBD8ft+B13USBx51z30lY2DgH\n8DPybWBPCEfxDfZ5fxX4MN4fBPeEIfcIMl8OfNXf/L+ccz9ITNL+RpD7JOAbzrkPJjDmsCZ0gRIR\nkeQ10bv4REQkSalAiYhIKKlAiYhIKKlAiYhIKKlAiYhIKE3oyWJFDoaZHQX8EJgE5ALLgG8HOeWR\nmb0DqHPOvTHC7S8GXsG7ZutbzrmwXBQtcsDUghIZgJkVAg8A1zvnzsa7CPMYvNnvg/RJYPoBbP9l\nIN+f3UDFSZKaroMSGYCZfRw4wTn35bh1uUAH8H28mQ4A/uCcu8PMfos328RcvKmRPuGcW2Vmn8Kb\nFT0VeNQ5d4uZXQbcCHQDLzjnvu5fVDsPKAPmADcAVXi3zNgLvBdYDryNN1vB3cCP/f32zrxehDed\n1Hq8Oe3ucc4tNbN34c1u3oY3Pc8n8abk+Zr/fuYDDzjn/nmsPj+RsaAWlMjApgOb41f48629G6+Q\nLMUrUleY2TH+Jtucc+fjTXr6GTMrw7vVwZnACUCmmc3Gm0H6XOfcGcAMv4AAtDvnLsRrBd3gnFuJ\nNyP1Tc657cAs4Arn3A3AUcBXnHPnAj8ArnHO/S/wGt58fB0Qm2bql8AlzrmzgOeAb/rHmwN8yH8v\nN43FhyYylnQOSmRg2/CKSoyZzcO7Z9Fy/zxUp5m9DCzyN1ntf9+Bd5+x+cBbzrlWf/3XzexkoBRY\nZmbgTei5YIDXZw2QqSpuJvudwD+ZWau/j4ZB3kcJ0OCc2+k/fh64DXgMeNOfQLTL349IqKgFJTKw\nx4ALzGwBgD+B6Y+BWvzuPX/dacAG/zX79pdvAo7ovRGmmf03UIFXgN7lT+j6M/rmKByov72Hvv+n\n8ZPV/htwi3Pu43gTgUYG2B68bsJ8M5vmPz4LrwtwsOOJhIYKlMgAnHMNwMeBX5nZs3hF5HW8grLF\nzP7mr/tv59yAs277N6/7AfCcv/0q59w2vEL3nJm9gjcZ7VD3xnoF+BczO3Kf9fcCf/RvlLeQvoEU\nLwH3AJP9DFHg08DDZvYi3s0uvzviD0IkgTRIQkREQkktKBERCSUVKBERCSUVKBERCSUVKBERCSUV\nKBERCSUVKBERCSUVKBERCaX/D325sNmLngcKAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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0uK8bjdb/Mech0O3epLtZbM3VLHuQXJ1zDMkv4Xfu/r30ap6PkITz+e7+n2b2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\nKaBERCRI/wtUXdjT1ZXwNQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Y73an/Ux1/f39k11C8Ryj9hyf0TlGo+v2Lr47gXcOaZsHvDUiFkbExyKi61t1kqTyTEgY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\nASVJKtL/B5Y6gEPDTmnZAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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5tZCZZV4QzfADSR9UldFMASUyArq7w1RVN/BeRQ3vb63h/YrdvL+1ht31LcO6jhdEBcwo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\n+v+r0s7ZopNQ4AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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bCeCcWx+t4mLp0WfX09vnjZ4/2cqZXD4xzhWJiCS30QbUrNDXByL2/QzveajX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\n+NL/B4BsimzF33hUAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Hj7NszXYWr9zC0lXbqryW1LplHIP6dGBg7/akdm9H40a6H0kcCigRqRWZew6xKH0Li9K3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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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vjwrqh7vU9TWoHr5/t1dqex7nfqhx1f0ykfqmcWw0YwenMKJfR8rKy8nansN8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\nQ01XCV0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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2I8fzmLXIMmuRJTw8jB4dmjOwRxIDeyTSrHHVHi9Q5FwXGiz2JuAJ4A1gH5AA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\nVKBERCQkqUCJiEhIUoESEZGQ9P/LOnfhHIYVMgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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PHAesCzSAnsz0ig+SpJbp72nmRwP7AI+0sBZJkpbqb0DNz8yHWlqJJElNVhpQEXFm/XB0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\nkopkQEmSimRASZKK9N+8Q5RXQs9byQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sediment.plot_profiles()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a21045eb8>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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DqSegWsysNsO8JcAAYA5wnrvvC9wPXBtJZT3oiQPDNh/AZwd3HsjyvT/NZOnK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\ngg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sediment.plot_depths('O2',[0.2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
